Overview
Brought to you by YData
Dataset statistics
| Number of variables | 49 |
|---|---|
| Number of observations | 50000 |
| Missing cells | 12596 |
| Missing cells (%) | 0.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 118.4 MiB |
| Average record size in memory | 2.4 KiB |
Variable types
| Numeric | 12 |
|---|---|
| Text | 8 |
| Categorical | 19 |
| Boolean | 8 |
| DateTime | 2 |
Amount Spent on In-App Purchases is highly overall correlated with Transaction Type | High correlation |
App/Game Price is highly overall correlated with Free/Paid and 1 other fields | High correlation |
Category is highly overall correlated with Sub_Category | High correlation |
Country is highly overall correlated with State | High correlation |
Free/Paid is highly overall correlated with App/Game Price and 1 other fields | High correlation |
Play Pass Plan is highly overall correlated with Play Pass User | High correlation |
Play Pass User is highly overall correlated with Play Pass Plan | High correlation |
Price Paid (with Coupon) is highly overall correlated with App/Game Price and 1 other fields | High correlation |
State is highly overall correlated with Country | High correlation |
Sub_Category is highly overall correlated with Category | High correlation |
Transaction Type is highly overall correlated with Amount Spent on In-App Purchases | High correlation |
Play Pass Plan has 12596 (25.2%) missing values | Missing |
ID is uniformly distributed | Uniform |
ID has unique values | Unique |
Phone has unique values | Unique |
Transaction ID has unique values | Unique |
Review Text has unique values | Unique |
App/Game Price has 24856 (49.7%) zeros | Zeros |
Price Paid (with Coupon) has 24856 (49.7%) zeros | Zeros |
Amount Spent on In-App Purchases has 30011 (60.0%) zeros | Zeros |
Time Since Last Use (days) has 787 (1.6%) zeros | Zeros |
Subscription Duration has 1967 (3.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-07 03:34:53.354492 |
|---|---|
| Analysis finished | 2025-04-07 03:35:19.293795 |
| Duration | 25.94 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
ID
Real number (ℝ)
Uniform  Unique 
| Distinct | 50000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25000.5 |
| Minimum | 1 |
|---|---|
| Maximum | 50000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2500.95 |
| Q1 | 12500.75 |
| median | 25000.5 |
| Q3 | 37500.25 |
| 95-th percentile | 47500.05 |
| Maximum | 50000 |
| Range | 49999 |
| Interquartile range (IQR) | 24999.5 |
Descriptive statistics
| Standard deviation | 14433.901 |
|---|---|
| Coefficient of variation (CV) | 0.5773445 |
| Kurtosis | -1.2 |
| Mean | 25000.5 |
| Median Absolute Deviation (MAD) | 12500 |
| Skewness | 0 |
| Sum | 1.250025 × 109 |
| Variance | 2.083375 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 50000 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Other values (49990) | 49990 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 50000 | 1 | |
| 49999 | 1 | |
| 49998 | 1 | |
| 49997 | 1 | |
| 49996 | 1 | |
| 49995 | 1 | |
| 49994 | 1 | |
| 49993 | 1 | |
| 49992 | 1 | |
| 49991 | 1 |
Name
Text
| Distinct | 40115 |
|---|---|
| Distinct (%) | 80.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 MiB |
Length
| Max length | 30 |
|---|---|
| Median length | 27 |
| Mean length | 13.28136 |
| Min length | 6 |
Unique
| Unique | 34118 ? |
|---|---|
| Unique (%) | 68.2% |
Sample
| 1st row | Danielle Taylor |
|---|---|
| 2nd row | Michele Williams |
| 3rd row | Nicole Patterson |
| 4th row | Christopher Ashley |
| 5th row | Amy Jones |
| Value | Count | Frequency (%) |
| michael | 1178 | 1.2% |
| smith | 1106 | 1.1% |
| james | 881 | 0.9% |
| johnson | 842 | 0.8% |
| david | 796 | 0.8% |
| jennifer | 745 | 0.7% |
| john | 741 | 0.7% |
| robert | 735 | 0.7% |
| christopher | 696 | 0.7% |
| williams | 682 | 0.7% |
| Other values (1588) | 93815 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 61502 | 9.3% |
| a | 60916 | 9.2% |
| 52217 | 7.9% | |
| n | 50130 | 7.5% |
| r | 47789 | 7.2% |
| i | 40263 | 6.1% |
| o | 35931 | 5.4% |
| l | 33725 | 5.1% |
| s | 29689 | 4.5% |
| t | 23080 | 3.5% |
| Other values (44) | 228826 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 664068 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 61502 | 9.3% |
| a | 60916 | 9.2% |
| 52217 | 7.9% | |
| n | 50130 | 7.5% |
| r | 47789 | 7.2% |
| i | 40263 | 6.1% |
| o | 35931 | 5.4% |
| l | 33725 | 5.1% |
| s | 29689 | 4.5% |
| t | 23080 | 3.5% |
| Other values (44) | 228826 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 664068 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 61502 | 9.3% |
| a | 60916 | 9.2% |
| 52217 | 7.9% | |
| n | 50130 | 7.5% |
| r | 47789 | 7.2% |
| i | 40263 | 6.1% |
| o | 35931 | 5.4% |
| l | 33725 | 5.1% |
| s | 29689 | 4.5% |
| t | 23080 | 3.5% |
| Other values (44) | 228826 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 664068 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 61502 | 9.3% |
| a | 60916 | 9.2% |
| 52217 | 7.9% | |
| n | 50130 | 7.5% |
| r | 47789 | 7.2% |
| i | 40263 | 6.1% |
| o | 35931 | 5.4% |
| l | 33725 | 5.1% |
| s | 29689 | 4.5% |
| t | 23080 | 3.5% |
| Other values (44) | 228826 |
Email
Text
| Distinct | 48955 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
Length
| Max length | 42 |
|---|---|
| Median length | 37 |
| Mean length | 21.91168 |
| Min length | 12 |
Unique
| Unique | 48057 ? |
|---|---|
| Unique (%) | 96.1% |
Sample
| 1st row | rhodespatricia@garza.com |
|---|---|
| 2nd row | kendragalloway@gmail.com |
| 3rd row | jeffrey28@yahoo.com |
| 4th row | georgetracy@gmail.com |
| 5th row | heathchad@ramirez.com |
| Value | Count | Frequency (%) |
| ksmith@yahoo.com | 6 | < 0.1% |
| wsmith@hotmail.com | 5 | < 0.1% |
| fjones@yahoo.com | 5 | < 0.1% |
| tjohnson@gmail.com | 5 | < 0.1% |
| jlopez@gmail.com | 5 | < 0.1% |
| gjones@gmail.com | 4 | < 0.1% |
| sjohnson@hotmail.com | 4 | < 0.1% |
| john96@gmail.com | 4 | < 0.1% |
| rjohnson@hotmail.com | 4 | < 0.1% |
| ajohnson@hotmail.com | 4 | < 0.1% |
| Other values (48945) | 49954 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 109767 | 10.0% |
| a | 94318 | 8.6% |
| m | 81745 | 7.5% |
| e | 79148 | 7.2% |
| r | 61852 | 5.6% |
| n | 61200 | 5.6% |
| i | 60838 | 5.6% |
| l | 60076 | 5.5% |
| c | 59358 | 5.4% |
| @ | 50000 | 4.6% |
| Other values (29) | 377282 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1095584 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 109767 | 10.0% |
| a | 94318 | 8.6% |
| m | 81745 | 7.5% |
| e | 79148 | 7.2% |
| r | 61852 | 5.6% |
| n | 61200 | 5.6% |
| i | 60838 | 5.6% |
| l | 60076 | 5.5% |
| c | 59358 | 5.4% |
| @ | 50000 | 4.6% |
| Other values (29) | 377282 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1095584 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 109767 | 10.0% |
| a | 94318 | 8.6% |
| m | 81745 | 7.5% |
| e | 79148 | 7.2% |
| r | 61852 | 5.6% |
| n | 61200 | 5.6% |
| i | 60838 | 5.6% |
| l | 60076 | 5.5% |
| c | 59358 | 5.4% |
| @ | 50000 | 4.6% |
| Other values (29) | 377282 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1095584 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 109767 | 10.0% |
| a | 94318 | 8.6% |
| m | 81745 | 7.5% |
| e | 79148 | 7.2% |
| r | 61852 | 5.6% |
| n | 61200 | 5.6% |
| i | 60838 | 5.6% |
| l | 60076 | 5.5% |
| c | 59358 | 5.4% |
| @ | 50000 | 4.6% |
| Other values (29) | 377282 |
Phone
Text
Unique 
| Distinct | 50000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 MiB |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 16.1749 |
| Min length | 10 |
Unique
| Unique | 50000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 833-589-0838 |
|---|---|
| 2nd row | 664-375-2553 |
| 3rd row | 801-922-6916 |
| 4th row | (443)903-9117x182 |
| 5th row | +1-329-397-3763 |
| Value | Count | Frequency (%) |
| 7478095214 | 1 | < 0.1% |
| 1-776-923-0318x93612 | 1 | < 0.1% |
| 833-589-0838 | 1 | < 0.1% |
| 664-375-2553 | 1 | < 0.1% |
| 801-922-6916 | 1 | < 0.1% |
| 443)903-9117x182 | 1 | < 0.1% |
| 1-329-397-3763 | 1 | < 0.1% |
| 267)873-6026 | 1 | < 0.1% |
| 001-485-643-5346 | 1 | < 0.1% |
| 518-624-4935 | 1 | < 0.1% |
| Other values (49990) | 49990 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 78265 | |
| 0 | 68117 | |
| 1 | 68047 | |
| 8 | 65001 | |
| 4 | 64759 | |
| 3 | 64645 | |
| 7 | 64619 | |
| 5 | 64567 | |
| 9 | 64303 | |
| 2 | 64286 | |
| Other values (6) | 142136 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 808745 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 78265 | |
| 0 | 68117 | |
| 1 | 68047 | |
| 8 | 65001 | |
| 4 | 64759 | |
| 3 | 64645 | |
| 7 | 64619 | |
| 5 | 64567 | |
| 9 | 64303 | |
| 2 | 64286 | |
| Other values (6) | 142136 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 808745 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 78265 | |
| 0 | 68117 | |
| 1 | 68047 | |
| 8 | 65001 | |
| 4 | 64759 | |
| 3 | 64645 | |
| 7 | 64619 | |
| 5 | 64567 | |
| 9 | 64303 | |
| 2 | 64286 | |
| Other values (6) | 142136 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 808745 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 78265 | |
| 0 | 68117 | |
| 1 | 68047 | |
| 8 | 65001 | |
| 4 | 64759 | |
| 3 | 64645 | |
| 7 | 64619 | |
| 5 | 64567 | |
| 9 | 64303 | |
| 2 | 64286 | |
| Other values (6) | 142136 |
Age
Real number (ℝ)
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.0241 |
| Minimum | 13 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 26 |
| median | 39 |
| Q3 | 52 |
| 95-th percentile | 63 |
| Maximum | 65 |
| Range | 52 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.312321 |
|---|---|
| Coefficient of variation (CV) | 0.39238114 |
| Kurtosis | -1.2042427 |
| Mean | 39.0241 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.00092242599 |
| Sum | 1951205 |
| Variance | 234.46717 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 1006 | 2.0% |
| 51 | 1002 | 2.0% |
| 49 | 995 | 2.0% |
| 20 | 984 | 2.0% |
| 26 | 982 | 2.0% |
| 63 | 977 | 2.0% |
| 44 | 972 | 1.9% |
| 29 | 971 | 1.9% |
| 35 | 971 | 1.9% |
| 27 | 969 | 1.9% |
| Other values (43) | 40171 |
| Value | Count | Frequency (%) |
| 13 | 925 | |
| 14 | 962 | |
| 15 | 965 | |
| 16 | 947 | |
| 17 | 899 | |
| 18 | 884 | |
| 19 | 963 | |
| 20 | 984 | |
| 21 | 954 | |
| 22 | 925 |
| Value | Count | Frequency (%) |
| 65 | 940 | |
| 64 | 947 | |
| 63 | 977 | |
| 62 | 951 | |
| 61 | 958 | |
| 60 | 963 | |
| 59 | 945 | |
| 58 | 924 | |
| 57 | 908 | |
| 56 | 957 |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| Female | |
|---|---|
| Male | |
| Other |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0001 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Other |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 16761 | |
| Male | 16756 | |
| Other | 16483 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 16761 | |
| male | 16756 | |
| other | 16483 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 66761 | |
| a | 33517 | |
| l | 33517 | |
| F | 16761 | 6.7% |
| m | 16761 | 6.7% |
| M | 16756 | 6.7% |
| O | 16483 | 6.6% |
| t | 16483 | 6.6% |
| h | 16483 | 6.6% |
| r | 16483 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 250005 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 66761 | |
| a | 33517 | |
| l | 33517 | |
| F | 16761 | 6.7% |
| m | 16761 | 6.7% |
| M | 16756 | 6.7% |
| O | 16483 | 6.6% |
| t | 16483 | 6.6% |
| h | 16483 | 6.6% |
| r | 16483 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 250005 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 66761 | |
| a | 33517 | |
| l | 33517 | |
| F | 16761 | 6.7% |
| m | 16761 | 6.7% |
| M | 16756 | 6.7% |
| O | 16483 | 6.6% |
| t | 16483 | 6.6% |
| h | 16483 | 6.6% |
| r | 16483 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 250005 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 66761 | |
| a | 33517 | |
| l | 33517 | |
| F | 16761 | 6.7% |
| m | 16761 | 6.7% |
| M | 16756 | 6.7% |
| O | 16483 | 6.6% |
| t | 16483 | 6.6% |
| h | 16483 | 6.6% |
| r | 16483 | 6.6% |
Income Level
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| High | |
|---|---|
| Medium | |
| Low |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.33388 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Medium |
| 3rd row | Low |
| 4th row | High |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| High | 16771 | |
| Medium | 16641 | |
| Low | 16588 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 16771 | |
| medium | 16641 | |
| low | 16588 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 33412 | |
| H | 16771 | |
| g | 16771 | |
| h | 16771 | |
| M | 16641 | |
| e | 16641 | |
| d | 16641 | |
| u | 16641 | |
| m | 16641 | |
| L | 16588 | |
| Other values (2) | 33176 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 216694 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 33412 | |
| H | 16771 | |
| g | 16771 | |
| h | 16771 | |
| M | 16641 | |
| e | 16641 | |
| d | 16641 | |
| u | 16641 | |
| m | 16641 | |
| L | 16588 | |
| Other values (2) | 33176 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 216694 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 33412 | |
| H | 16771 | |
| g | 16771 | |
| h | 16771 | |
| M | 16641 | |
| e | 16641 | |
| d | 16641 | |
| u | 16641 | |
| m | 16641 | |
| L | 16588 | |
| Other values (2) | 33176 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 216694 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 33412 | |
| H | 16771 | |
| g | 16771 | |
| h | 16771 | |
| M | 16641 | |
| e | 16641 | |
| d | 16641 | |
| u | 16641 | |
| m | 16641 | |
| L | 16588 | |
| Other values (2) | 33176 |
Device Type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 MiB |
| Samsung Galaxy S23 | |
|---|---|
| OnePlus 11 | |
| Motorola Edge | |
| Pixel 7 | |
| Xiaomi 13 |
Length
| Max length | 18 |
|---|---|
| Median length | 10 |
| Mean length | 11.42018 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Motorola Edge |
|---|---|
| 2nd row | Motorola Edge |
| 3rd row | Pixel 7 |
| 4th row | Xiaomi 13 |
| 5th row | Samsung Galaxy S23 |
Common Values
| Value | Count | Frequency (%) |
| Samsung Galaxy S23 | 10091 | |
| OnePlus 11 | 10076 | |
| Motorola Edge | 10018 | |
| Pixel 7 | 9979 | |
| Xiaomi 13 | 9836 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| samsung | 10091 | |
| galaxy | 10091 | |
| s23 | 10091 | |
| oneplus | 10076 | |
| 11 | 10076 | |
| motorola | 10018 | |
| edge | 10018 | |
| pixel | 9979 | |
| 7 | 9979 | |
| xiaomi | 9836 |
Most occurring characters
| Value | Count | Frequency (%) |
| 60091 | 10.5% | |
| a | 50127 | 8.8% |
| l | 40164 | 7.0% |
| o | 39890 | 7.0% |
| e | 30073 | 5.3% |
| 1 | 29988 | 5.3% |
| i | 29651 | 5.2% |
| S | 20182 | 3.5% |
| n | 20167 | 3.5% |
| s | 20167 | 3.5% |
| Other values (17) | 230509 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 571009 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 60091 | 10.5% | |
| a | 50127 | 8.8% |
| l | 40164 | 7.0% |
| o | 39890 | 7.0% |
| e | 30073 | 5.3% |
| 1 | 29988 | 5.3% |
| i | 29651 | 5.2% |
| S | 20182 | 3.5% |
| n | 20167 | 3.5% |
| s | 20167 | 3.5% |
| Other values (17) | 230509 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 571009 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 60091 | 10.5% | |
| a | 50127 | 8.8% |
| l | 40164 | 7.0% |
| o | 39890 | 7.0% |
| e | 30073 | 5.3% |
| 1 | 29988 | 5.3% |
| i | 29651 | 5.2% |
| S | 20182 | 3.5% |
| n | 20167 | 3.5% |
| s | 20167 | 3.5% |
| Other values (17) | 230509 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 571009 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 60091 | 10.5% | |
| a | 50127 | 8.8% |
| l | 40164 | 7.0% |
| o | 39890 | 7.0% |
| e | 30073 | 5.3% |
| 1 | 29988 | 5.3% |
| i | 29651 | 5.2% |
| S | 20182 | 3.5% |
| n | 20167 | 3.5% |
| s | 20167 | 3.5% |
| Other values (17) | 230509 |
Android Version
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 MiB |
| 14 | |
|---|---|
| 11 | |
| 12 | |
| 13 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 11 |
|---|---|
| 2nd row | 12 |
| 3rd row | 11 |
| 4th row | 13 |
| 5th row | 12 |
Common Values
| Value | Count | Frequency (%) |
| 14 | 12668 | |
| 11 | 12584 | |
| 12 | 12495 | |
| 13 | 12253 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 14 | 12668 | |
| 11 | 12584 | |
| 12 | 12495 | |
| 13 | 12253 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 62584 | |
| 4 | 12668 | 12.7% |
| 2 | 12495 | 12.5% |
| 3 | 12253 | 12.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 62584 | |
| 4 | 12668 | 12.7% |
| 2 | 12495 | 12.5% |
| 3 | 12253 | 12.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 62584 | |
| 4 | 12668 | 12.7% |
| 2 | 12495 | 12.5% |
| 3 | 12253 | 12.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 62584 | |
| 4 | 12668 | 12.7% |
| 2 | 12495 | 12.5% |
| 3 | 12253 | 12.3% |
App Name
Text
| Distinct | 49920 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 MiB |
Length
| Max length | 77 |
|---|---|
| Median length | 68 |
| Mean length | 44.97746 |
| Min length | 24 |
Unique
| Unique | 49840 ? |
|---|---|
| Unique (%) | 99.7% |
Sample
| 1st row | Sharable Bifurcated Algorithm Action |
|---|---|
| 2nd row | Self-Enabling Regional Hierarchy Online Courses |
| 3rd row | Fully-Configurable Value-Added Open Architecture Kids Learning |
| 4th row | Robust Dedicated Collaboration To-Do List |
| 5th row | Face-To-Face 24Hour Archive Language Learning |
| Value | Count | Frequency (%) |
| learning | 6674 | 2.8% |
| live | 3405 | 1.4% |
| streaming | 3405 | 1.4% |
| saver | 3389 | 1.4% |
| battery | 3389 | 1.4% |
| messaging | 3378 | 1.4% |
| file | 3354 | 1.4% |
| manager | 3354 | 1.4% |
| kids | 3342 | 1.4% |
| cleaner | 3336 | 1.4% |
| Other values (329) | 203072 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 243724 | 10.8% |
| 190098 | 8.5% | |
| i | 164406 | 7.3% |
| a | 158577 | 7.1% |
| n | 151038 | 6.7% |
| t | 144118 | 6.4% |
| r | 141991 | 6.3% |
| o | 111028 | 4.9% |
| l | 86095 | 3.8% |
| s | 73052 | 3.2% |
| Other values (47) | 784746 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2248873 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 243724 | 10.8% |
| 190098 | 8.5% | |
| i | 164406 | 7.3% |
| a | 158577 | 7.1% |
| n | 151038 | 6.7% |
| t | 144118 | 6.4% |
| r | 141991 | 6.3% |
| o | 111028 | 4.9% |
| l | 86095 | 3.8% |
| s | 73052 | 3.2% |
| Other values (47) | 784746 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2248873 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 243724 | 10.8% |
| 190098 | 8.5% | |
| i | 164406 | 7.3% |
| a | 158577 | 7.1% |
| n | 151038 | 6.7% |
| t | 144118 | 6.4% |
| r | 141991 | 6.3% |
| o | 111028 | 4.9% |
| l | 86095 | 3.8% |
| s | 73052 | 3.2% |
| Other values (47) | 784746 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2248873 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 243724 | 10.8% |
| 190098 | 8.5% | |
| i | 164406 | 7.3% |
| a | 158577 | 7.1% |
| n | 151038 | 6.7% |
| t | 144118 | 6.4% |
| r | 141991 | 6.3% |
| o | 111028 | 4.9% |
| l | 86095 | 3.8% |
| s | 73052 | 3.2% |
| Other values (47) | 784746 |
Developer
Text
| Distinct | 37143 |
|---|---|
| Distinct (%) | 74.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 MiB |
Length
| Max length | 36 |
|---|---|
| Median length | 31 |
| Mean length | 16.5356 |
| Min length | 6 |
Unique
| Unique | 33109 ? |
|---|---|
| Unique (%) | 66.2% |
Sample
| 1st row | Lawrence-Pacheco |
|---|---|
| 2nd row | Reid, Ferguson and Sanchez |
| 3rd row | King, Tran and Dunlap |
| 4th row | Martin, Rose and Obrien |
| 5th row | Jordan, Henderson and Owens |
| Value | Count | Frequency (%) |
| and | 19362 | 16.3% |
| plc | 2796 | 2.3% |
| group | 2766 | 2.3% |
| inc | 2757 | 2.3% |
| sons | 2734 | 2.3% |
| llc | 2685 | 2.3% |
| ltd | 2629 | 2.2% |
| smith | 1392 | 1.2% |
| johnson | 1105 | 0.9% |
| williams | 922 | 0.8% |
| Other values (16798) | 79837 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 76592 | 9.3% |
| 68985 | 8.3% | |
| a | 68895 | 8.3% |
| e | 60181 | 7.3% |
| r | 54085 | 6.5% |
| o | 52865 | 6.4% |
| s | 39119 | 4.7% |
| d | 36265 | 4.4% |
| l | 36248 | 4.4% |
| i | 33353 | 4.0% |
| Other values (44) | 300192 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 826780 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 76592 | 9.3% |
| 68985 | 8.3% | |
| a | 68895 | 8.3% |
| e | 60181 | 7.3% |
| r | 54085 | 6.5% |
| o | 52865 | 6.4% |
| s | 39119 | 4.7% |
| d | 36265 | 4.4% |
| l | 36248 | 4.4% |
| i | 33353 | 4.0% |
| Other values (44) | 300192 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 826780 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 76592 | 9.3% |
| 68985 | 8.3% | |
| a | 68895 | 8.3% |
| e | 60181 | 7.3% |
| r | 54085 | 6.5% |
| o | 52865 | 6.4% |
| s | 39119 | 4.7% |
| d | 36265 | 4.4% |
| l | 36248 | 4.4% |
| i | 33353 | 4.0% |
| Other values (44) | 300192 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 826780 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 76592 | 9.3% |
| 68985 | 8.3% | |
| a | 68895 | 8.3% |
| e | 60181 | 7.3% |
| r | 54085 | 6.5% |
| o | 52865 | 6.4% |
| s | 39119 | 4.7% |
| d | 36265 | 4.4% |
| l | 36248 | 4.4% |
| i | 33353 | 4.0% |
| Other values (44) | 300192 |
Category
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
| Tools | |
|---|---|
| Social | |
| Games | |
| Education | |
| Productivity |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 7.39088 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Games |
|---|---|
| 2nd row | Education |
| 3rd row | Education |
| 4th row | Productivity |
| 5th row | Education |
Common Values
| Value | Count | Frequency (%) |
| Tools | 10079 | |
| Social | 10006 | |
| Games | 9993 | |
| Education | 9972 | |
| Productivity | 9950 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| tools | 10079 | |
| social | 10006 | |
| games | 9993 | |
| education | 9972 | |
| productivity | 9950 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 50086 | |
| i | 39878 | 10.8% |
| a | 29971 | 8.1% |
| c | 29928 | 8.1% |
| t | 29872 | 8.1% |
| l | 20085 | 5.4% |
| s | 20072 | 5.4% |
| d | 19922 | 5.4% |
| u | 19922 | 5.4% |
| T | 10079 | 2.7% |
| Other values (10) | 99729 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 369544 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 50086 | |
| i | 39878 | 10.8% |
| a | 29971 | 8.1% |
| c | 29928 | 8.1% |
| t | 29872 | 8.1% |
| l | 20085 | 5.4% |
| s | 20072 | 5.4% |
| d | 19922 | 5.4% |
| u | 19922 | 5.4% |
| T | 10079 | 2.7% |
| Other values (10) | 99729 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 369544 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 50086 | |
| i | 39878 | 10.8% |
| a | 29971 | 8.1% |
| c | 29928 | 8.1% |
| t | 29872 | 8.1% |
| l | 20085 | 5.4% |
| s | 20072 | 5.4% |
| d | 19922 | 5.4% |
| u | 19922 | 5.4% |
| T | 10079 | 2.7% |
| Other values (10) | 99729 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 369544 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 50086 | |
| i | 39878 | 10.8% |
| a | 29971 | 8.1% |
| c | 29928 | 8.1% |
| t | 29872 | 8.1% |
| l | 20085 | 5.4% |
| s | 20072 | 5.4% |
| d | 19922 | 5.4% |
| u | 19922 | 5.4% |
| T | 10079 | 2.7% |
| Other values (10) | 99729 |
Sub_Category
Categorical
High correlation 
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Live Streaming | |
|---|---|
| Battery Saver | |
| Messaging | |
| File Manager | |
| Kids Learning | |
| Other values (12) |
Length
| Max length | 17 |
|---|---|
| Median length | 12 |
| Mean length | 10.55826 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Action |
|---|---|
| 2nd row | Online Courses |
| 3rd row | Kids Learning |
| 4th row | To-Do List |
| 5th row | Language Learning |
Common Values
| Value | Count | Frequency (%) |
| Live Streaming | 3405 | 6.8% |
| Battery Saver | 3389 | 6.8% |
| Messaging | 3378 | 6.8% |
| File Manager | 3354 | 6.7% |
| Kids Learning | 3342 | 6.7% |
| Cleaner | 3336 | 6.7% |
| Language Learning | 3332 | 6.7% |
| Note Taking | 3329 | 6.7% |
| To-Do List | 3323 | 6.6% |
| Online Courses | 3298 | 6.6% |
| Other values (7) | 16514 |
Length
| Value | Count | Frequency (%) |
| learning | 6674 | 8.3% |
| live | 3405 | 4.3% |
| streaming | 3405 | 4.3% |
| saver | 3389 | 4.2% |
| battery | 3389 | 4.2% |
| messaging | 3378 | 4.2% |
| file | 3354 | 4.2% |
| manager | 3354 | 4.2% |
| kids | 3342 | 4.2% |
| cleaner | 3336 | 4.2% |
| Other values (15) | 42969 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 57592 | 10.9% |
| a | 55994 | 10.6% |
| n | 48570 | 9.2% |
| i | 38702 | 7.3% |
| g | 35390 | 6.7% |
| r | 35351 | 6.7% |
| 29995 | 5.7% | |
| t | 25999 | 4.9% |
| s | 21976 | 4.2% |
| o | 21690 | 4.1% |
| Other values (26) | 156654 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 527913 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 57592 | 10.9% |
| a | 55994 | 10.6% |
| n | 48570 | 9.2% |
| i | 38702 | 7.3% |
| g | 35390 | 6.7% |
| r | 35351 | 6.7% |
| 29995 | 5.7% | |
| t | 25999 | 4.9% |
| s | 21976 | 4.2% |
| o | 21690 | 4.1% |
| Other values (26) | 156654 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 527913 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 57592 | 10.9% |
| a | 55994 | 10.6% |
| n | 48570 | 9.2% |
| i | 38702 | 7.3% |
| g | 35390 | 6.7% |
| r | 35351 | 6.7% |
| 29995 | 5.7% | |
| t | 25999 | 4.9% |
| s | 21976 | 4.2% |
| o | 21690 | 4.1% |
| Other values (26) | 156654 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 527913 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 57592 | 10.9% |
| a | 55994 | 10.6% |
| n | 48570 | 9.2% |
| i | 38702 | 7.3% |
| g | 35390 | 6.7% |
| r | 35351 | 6.7% |
| 29995 | 5.7% | |
| t | 25999 | 4.9% |
| s | 21976 | 4.2% |
| o | 21690 | 4.1% |
| Other values (26) | 156654 |
Free/Paid
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Paid | |
|---|---|
| Free |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Free |
|---|---|
| 2nd row | Free |
| 3rd row | Free |
| 4th row | Free |
| 5th row | Free |
Common Values
| Value | Count | Frequency (%) |
| Paid | 25144 | |
| Free | 24856 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| paid | 25144 | |
| free | 24856 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 49712 | |
| a | 25144 | |
| P | 25144 | |
| i | 25144 | |
| d | 25144 | |
| F | 24856 | |
| r | 24856 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 49712 | |
| a | 25144 | |
| P | 25144 | |
| i | 25144 | |
| d | 25144 | |
| F | 24856 | |
| r | 24856 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 49712 | |
| a | 25144 | |
| P | 25144 | |
| i | 25144 | |
| d | 25144 | |
| F | 24856 | |
| r | 24856 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 49712 | |
| a | 25144 | |
| P | 25144 | |
| i | 25144 | |
| d | 25144 | |
| F | 24856 | |
| r | 24856 |
In-App Purchases
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 25066 | |
| True | 24934 |
App Size (MB)
Real number (ℝ)
| Distinct | 31442 |
|---|---|
| Distinct (%) | 62.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 252.28543 |
| Minimum | 5.0100002 |
|---|---|
| Maximum | 499.98999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 5.0100002 |
|---|---|
| 5-th percentile | 29.8195 |
| Q1 | 127.76 |
| median | 253.645 |
| Q3 | 376.3125 |
| 95-th percentile | 475.471 |
| Maximum | 499.98999 |
| Range | 494.97999 |
| Interquartile range (IQR) | 248.5525 |
Descriptive statistics
| Standard deviation | 143.00901 |
|---|---|
| Coefficient of variation (CV) | 0.56685403 |
| Kurtosis | -1.2029449 |
| Mean | 252.28543 |
| Median Absolute Deviation (MAD) | 124.145 |
| Skewness | 0.000900386 |
| Sum | 12614271 |
| Variance | 20451.577 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 258.0700073 | 8 | < 0.1% |
| 292.0700073 | 7 | < 0.1% |
| 187.4700012 | 7 | < 0.1% |
| 260.6199951 | 6 | < 0.1% |
| 427.269989 | 6 | < 0.1% |
| 283.769989 | 6 | < 0.1% |
| 227.8099976 | 6 | < 0.1% |
| 91.33000183 | 6 | < 0.1% |
| 244.2799988 | 6 | < 0.1% |
| 122.9599991 | 6 | < 0.1% |
| Other values (31432) | 49936 |
| Value | Count | Frequency (%) |
| 5.010000229 | 3 | |
| 5.019999981 | 1 | < 0.1% |
| 5.03000021 | 3 | |
| 5.050000191 | 1 | < 0.1% |
| 5.059999943 | 2 | |
| 5.070000172 | 1 | < 0.1% |
| 5.079999924 | 2 | |
| 5.099999905 | 1 | < 0.1% |
| 5.110000134 | 1 | < 0.1% |
| 5.119999886 | 2 |
| Value | Count | Frequency (%) |
| 499.9899902 | 2 | |
| 499.9700012 | 1 | |
| 499.9599915 | 1 | |
| 499.9500122 | 1 | |
| 499.9400024 | 2 | |
| 499.9299927 | 1 | |
| 499.9100037 | 2 | |
| 499.8999939 | 2 | |
| 499.8900146 | 1 | |
| 499.8599854 | 1 |
Total Installs
Real number (ℝ)
| Distinct | 49886 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5002030.5 |
| Minimum | 1419 |
|---|---|
| Maximum | 9999817 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 1419 |
|---|---|
| 5-th percentile | 500625.75 |
| Q1 | 2510841.2 |
| median | 5002246.5 |
| Q3 | 7485859 |
| 95-th percentile | 9506959.7 |
| Maximum | 9999817 |
| Range | 9998398 |
| Interquartile range (IQR) | 4975017.8 |
Descriptive statistics
| Standard deviation | 2883884.8 |
|---|---|
| Coefficient of variation (CV) | 0.57654283 |
| Kurtosis | -1.1941868 |
| Mean | 5002030.5 |
| Median Absolute Deviation (MAD) | 2487724 |
| Skewness | -0.0014673678 |
| Sum | 2.5010152 × 1011 |
| Variance | 8.3167916 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5925552 | 2 | < 0.1% |
| 622374 | 2 | < 0.1% |
| 5003952 | 2 | < 0.1% |
| 9929255 | 2 | < 0.1% |
| 7419843 | 2 | < 0.1% |
| 8943167 | 2 | < 0.1% |
| 5417227 | 2 | < 0.1% |
| 1063926 | 2 | < 0.1% |
| 618870 | 2 | < 0.1% |
| 9621757 | 2 | < 0.1% |
| Other values (49876) | 49980 |
| Value | Count | Frequency (%) |
| 1419 | 1 | |
| 1686 | 1 | |
| 1804 | 1 | |
| 1930 | 1 | |
| 1969 | 1 | |
| 1998 | 1 | |
| 2780 | 1 | |
| 2887 | 1 | |
| 2978 | 1 | |
| 3789 | 1 |
| Value | Count | Frequency (%) |
| 9999817 | 1 | |
| 9999752 | 1 | |
| 9999369 | 1 | |
| 9998848 | 1 | |
| 9998699 | 1 | |
| 9998500 | 1 | |
| 9998390 | 1 | |
| 9998306 | 1 | |
| 9998285 | 1 | |
| 9998263 | 1 |
Transaction ID
Text
Unique 
| Distinct | 50000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 MiB |
Length
| Max length | 36 |
|---|---|
| Median length | 36 |
| Mean length | 36 |
| Min length | 36 |
Unique
| Unique | 50000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 28df6ec4-ce4a-4bbd-8241-330b01a9e71f |
|---|---|
| 2nd row | fd5166e6-451b-4cf3-a123-fdf77656af72 |
| 3rd row | ae849217-1d53-434b-b881-39b9ae270da7 |
| 4th row | 8a0f4efb-edcd-465e-b638-6821f6e07cc0 |
| 5th row | a748dbcf-ac61-4e63-8dde-29a6baa4b71a |
| Value | Count | Frequency (%) |
| 87e5f0fe-5da8-46d2-b8b3-8a8be05fb8bc | 1 | < 0.1% |
| 43d0a77d-5680-4454-9a12-2ecdebdb8bc7 | 1 | < 0.1% |
| 28df6ec4-ce4a-4bbd-8241-330b01a9e71f | 1 | < 0.1% |
| fd5166e6-451b-4cf3-a123-fdf77656af72 | 1 | < 0.1% |
| ae849217-1d53-434b-b881-39b9ae270da7 | 1 | < 0.1% |
| 8a0f4efb-edcd-465e-b638-6821f6e07cc0 | 1 | < 0.1% |
| a748dbcf-ac61-4e63-8dde-29a6baa4b71a | 1 | < 0.1% |
| f512c4c3-b253-4218-ac4a-37ea490617f2 | 1 | < 0.1% |
| 9f044aed-7552-4327-8262-7f7312922f83 | 1 | < 0.1% |
| d450281c-6c6f-4633-a260-772317a0df49 | 1 | < 0.1% |
| Other values (49990) | 49990 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 200000 | 11.1% |
| 4 | 143308 | 8.0% |
| a | 106498 | 5.9% |
| 8 | 106456 | 5.9% |
| 9 | 106015 | 5.9% |
| b | 105510 | 5.9% |
| 5 | 94232 | 5.2% |
| d | 94222 | 5.2% |
| 0 | 94152 | 5.2% |
| e | 94022 | 5.2% |
| Other values (7) | 655585 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1800000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 200000 | 11.1% |
| 4 | 143308 | 8.0% |
| a | 106498 | 5.9% |
| 8 | 106456 | 5.9% |
| 9 | 106015 | 5.9% |
| b | 105510 | 5.9% |
| 5 | 94232 | 5.2% |
| d | 94222 | 5.2% |
| 0 | 94152 | 5.2% |
| e | 94022 | 5.2% |
| Other values (7) | 655585 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1800000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 200000 | 11.1% |
| 4 | 143308 | 8.0% |
| a | 106498 | 5.9% |
| 8 | 106456 | 5.9% |
| 9 | 106015 | 5.9% |
| b | 105510 | 5.9% |
| 5 | 94232 | 5.2% |
| d | 94222 | 5.2% |
| 0 | 94152 | 5.2% |
| e | 94022 | 5.2% |
| Other values (7) | 655585 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1800000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 200000 | 11.1% |
| 4 | 143308 | 8.0% |
| a | 106498 | 5.9% |
| 8 | 106456 | 5.9% |
| 9 | 106015 | 5.9% |
| b | 105510 | 5.9% |
| 5 | 94232 | 5.2% |
| d | 94222 | 5.2% |
| 0 | 94152 | 5.2% |
| e | 94022 | 5.2% |
| Other values (7) | 655585 |
Transaction Type
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| Subscription | |
|---|---|
| Refund | |
| Install | |
| Ad Click | |
| In-App Purchase |
Length
| Max length | 15 |
|---|---|
| Median length | 8 |
| Mean length | 9.59086 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Install |
|---|---|
| 2nd row | Refund |
| 3rd row | Subscription |
| 4th row | Ad Click |
| 5th row | Install |
Common Values
| Value | Count | Frequency (%) |
| Subscription | 10111 | |
| Refund | 10022 | |
| Install | 10003 | |
| Ad Click | 9986 | |
| In-App Purchase | 9878 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| subscription | 10111 | |
| refund | 10022 | |
| install | 10003 | |
| ad | 9986 | |
| click | 9986 | |
| in-app | 9878 | |
| purchase | 9878 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 40014 | 8.3% |
| i | 30208 | 6.3% |
| u | 30011 | 6.3% |
| l | 29992 | 6.3% |
| s | 29992 | 6.3% |
| c | 29975 | 6.3% |
| p | 29867 | 6.2% |
| t | 20114 | 4.2% |
| d | 20008 | 4.2% |
| r | 19989 | 4.2% |
| Other values (15) | 199373 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 479543 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 40014 | 8.3% |
| i | 30208 | 6.3% |
| u | 30011 | 6.3% |
| l | 29992 | 6.3% |
| s | 29992 | 6.3% |
| c | 29975 | 6.3% |
| p | 29867 | 6.2% |
| t | 20114 | 4.2% |
| d | 20008 | 4.2% |
| r | 19989 | 4.2% |
| Other values (15) | 199373 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 479543 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 40014 | 8.3% |
| i | 30208 | 6.3% |
| u | 30011 | 6.3% |
| l | 29992 | 6.3% |
| s | 29992 | 6.3% |
| c | 29975 | 6.3% |
| p | 29867 | 6.2% |
| t | 20114 | 4.2% |
| d | 20008 | 4.2% |
| r | 19989 | 4.2% |
| Other values (15) | 199373 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 479543 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 40014 | 8.3% |
| i | 30208 | 6.3% |
| u | 30011 | 6.3% |
| l | 29992 | 6.3% |
| s | 29992 | 6.3% |
| c | 29975 | 6.3% |
| p | 29867 | 6.2% |
| t | 20114 | 4.2% |
| d | 20008 | 4.2% |
| r | 19989 | 4.2% |
| Other values (15) | 199373 |
App/Game Price
Real number (ℝ)
High correlation  Zeros 
| Distinct | 4870 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.847159 |
| Minimum | 0 |
|---|---|
| Maximum | 49.990002 |
| Zeros | 24856 |
| Zeros (%) | 49.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.27 |
| Q3 | 25.66 |
| 95-th percentile | 45.119999 |
| Maximum | 49.990002 |
| Range | 49.990002 |
| Interquartile range (IQR) | 25.66 |
Descriptive statistics
| Standard deviation | 16.236434 |
|---|---|
| Coefficient of variation (CV) | 1.2638151 |
| Kurtosis | -0.7014444 |
| Mean | 12.847159 |
| Median Absolute Deviation (MAD) | 1.27 |
| Skewness | 0.88756202 |
| Sum | 642357.95 |
| Variance | 263.62179 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24856 | |
| 4 | 14 | < 0.1% |
| 21.88999939 | 14 | < 0.1% |
| 33.70999908 | 14 | < 0.1% |
| 42.54999924 | 13 | < 0.1% |
| 21.07999992 | 13 | < 0.1% |
| 33.09000015 | 13 | < 0.1% |
| 27.62000084 | 13 | < 0.1% |
| 48.27999878 | 12 | < 0.1% |
| 31.86000061 | 12 | < 0.1% |
| Other values (4860) | 25026 |
| Value | Count | Frequency (%) |
| 0 | 24856 | |
| 0.9900000095 | 2 | < 0.1% |
| 1 | 4 | < 0.1% |
| 1.00999999 | 9 | < 0.1% |
| 1.019999981 | 5 | < 0.1% |
| 1.029999971 | 6 | < 0.1% |
| 1.039999962 | 6 | < 0.1% |
| 1.049999952 | 5 | < 0.1% |
| 1.059999943 | 5 | < 0.1% |
| 1.070000052 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.99000168 | 4 | |
| 49.97999954 | 3 | < 0.1% |
| 49.97000122 | 4 | |
| 49.95999908 | 5 | |
| 49.95000076 | 6 | |
| 49.93999863 | 4 | |
| 49.93000031 | 5 | |
| 49.91999817 | 9 | |
| 49.90999985 | 5 | |
| 49.90000153 | 6 |
Discount Applied
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 25113 | |
| False | 24887 |
Promo Code Used
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 25019 | |
| True | 24981 |
Price Paid (with Coupon)
Real number (ℝ)
High correlation  Zeros 
| Distinct | 4556 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.513597 |
| Minimum | 0 |
|---|---|
| Maximum | 49.990002 |
| Zeros | 24856 |
| Zeros (%) | 49.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.685 |
| Q3 | 14.87 |
| 95-th percentile | 33.73 |
| Maximum | 49.990002 |
| Range | 49.990002 |
| Interquartile range (IQR) | 14.87 |
Descriptive statistics
| Standard deviation | 11.79275 |
|---|---|
| Coefficient of variation (CV) | 1.3851666 |
| Kurtosis | 1.1881531 |
| Mean | 8.513597 |
| Median Absolute Deviation (MAD) | 0.685 |
| Skewness | 1.4022617 |
| Sum | 425679.85 |
| Variance | 139.06896 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24856 | |
| 6.099999905 | 20 | < 0.1% |
| 4.679999828 | 19 | < 0.1% |
| 4 | 19 | < 0.1% |
| 11.10999966 | 18 | < 0.1% |
| 5.309999943 | 18 | < 0.1% |
| 6.71999979 | 18 | < 0.1% |
| 1.870000005 | 18 | < 0.1% |
| 13.82999992 | 18 | < 0.1% |
| 11.06000042 | 18 | < 0.1% |
| Other values (4546) | 24978 |
| Value | Count | Frequency (%) |
| 0 | 24856 | |
| 0.3300000131 | 2 | < 0.1% |
| 0.3400000036 | 2 | < 0.1% |
| 0.349999994 | 1 | < 0.1% |
| 0.3600000143 | 1 | < 0.1% |
| 0.3799999952 | 3 | < 0.1% |
| 0.3899999857 | 3 | < 0.1% |
| 0.400000006 | 1 | < 0.1% |
| 0.4099999964 | 5 | < 0.1% |
| 0.4199999869 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 49.99000168 | 1 | < 0.1% |
| 49.97999954 | 1 | < 0.1% |
| 49.97000122 | 1 | < 0.1% |
| 49.95999908 | 1 | < 0.1% |
| 49.93999863 | 2 | |
| 49.93000031 | 2 | |
| 49.91999817 | 2 | |
| 49.90000153 | 1 | < 0.1% |
| 49.88000107 | 3 | |
| 49.86999893 | 1 | < 0.1% |
Amount Spent on In-App Purchases
Real number (ℝ)
High correlation  Zeros 
| Distinct | 10380 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.203438 |
| Minimum | 0 |
|---|---|
| Maximum | 200 |
| Zeros | 30011 |
| Zeros (%) | 60.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 30.85 |
| 95-th percentile | 150.2805 |
| Maximum | 200 |
| Range | 200 |
| Interquartile range (IQR) | 30.85 |
Descriptive statistics
| Standard deviation | 46.952512 |
|---|---|
| Coefficient of variation (CV) | 1.8629408 |
| Kurtosis | 3.820566 |
| Mean | 25.203438 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.1704855 |
| Sum | 1260171.9 |
| Variance | 2204.5384 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30011 | |
| 32.38000107 | 10 | < 0.1% |
| 47.91999817 | 10 | < 0.1% |
| 24 | 9 | < 0.1% |
| 25.46999931 | 9 | < 0.1% |
| 25.22999954 | 9 | < 0.1% |
| 26.17000008 | 9 | < 0.1% |
| 38.43000031 | 9 | < 0.1% |
| 40.34000015 | 9 | < 0.1% |
| 36.59999847 | 9 | < 0.1% |
| Other values (10370) | 19906 |
| Value | Count | Frequency (%) |
| 0 | 30011 | |
| 1 | 1 | < 0.1% |
| 1.029999971 | 2 | < 0.1% |
| 1.049999952 | 1 | < 0.1% |
| 1.059999943 | 2 | < 0.1% |
| 1.100000024 | 1 | < 0.1% |
| 1.110000014 | 1 | < 0.1% |
| 1.120000005 | 1 | < 0.1% |
| 1.139999986 | 2 | < 0.1% |
| 1.230000019 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 200 | 1 | |
| 199.9700012 | 1 | |
| 199.9400024 | 2 | |
| 199.9299927 | 1 | |
| 199.8999939 | 1 | |
| 199.8899994 | 1 | |
| 199.8699951 | 1 | |
| 199.8600006 | 1 | |
| 199.8399963 | 1 | |
| 199.8200073 | 2 |
Time Spent (min)
Real number (ℝ)
| Distinct | 301 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 149.33374 |
| Minimum | 0 |
|---|---|
| Maximum | 300 |
| Zeros | 187 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 74 |
| median | 149 |
| Q3 | 224 |
| 95-th percentile | 285 |
| Maximum | 300 |
| Range | 300 |
| Interquartile range (IQR) | 150 |
Descriptive statistics
| Standard deviation | 86.818823 |
|---|---|
| Coefficient of variation (CV) | 0.58137446 |
| Kurtosis | -1.1928845 |
| Mean | 149.33374 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 0.0092253824 |
| Sum | 7466687 |
| Variance | 7537.5079 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 205 | 0.4% |
| 34 | 200 | 0.4% |
| 189 | 198 | 0.4% |
| 128 | 197 | 0.4% |
| 169 | 196 | 0.4% |
| 237 | 194 | 0.4% |
| 71 | 194 | 0.4% |
| 206 | 190 | 0.4% |
| 239 | 190 | 0.4% |
| 10 | 189 | 0.4% |
| Other values (291) | 48047 |
| Value | Count | Frequency (%) |
| 0 | 187 | |
| 1 | 183 | |
| 2 | 159 | |
| 3 | 167 | |
| 4 | 176 | |
| 5 | 189 | |
| 6 | 162 | |
| 7 | 157 | |
| 8 | 168 | |
| 9 | 162 |
| Value | Count | Frequency (%) |
| 300 | 185 | |
| 299 | 169 | |
| 298 | 160 | |
| 297 | 157 | |
| 296 | 167 | |
| 295 | 149 | |
| 294 | 168 | |
| 293 | 162 | |
| 292 | 164 | |
| 291 | 170 |
Session Count
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.60462 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 13 |
| median | 26 |
| Q3 | 38 |
| 95-th percentile | 48 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.425025 |
|---|---|
| Coefficient of variation (CV) | 0.56337585 |
| Kurtosis | -1.198272 |
| Mean | 25.60462 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.007801641 |
| Sum | 1280231 |
| Variance | 208.08134 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32 | 1058 | 2.1% |
| 41 | 1048 | 2.1% |
| 44 | 1047 | 2.1% |
| 50 | 1045 | 2.1% |
| 43 | 1041 | 2.1% |
| 24 | 1041 | 2.1% |
| 21 | 1040 | 2.1% |
| 45 | 1038 | 2.1% |
| 23 | 1037 | 2.1% |
| 17 | 1034 | 2.1% |
| Other values (40) | 39571 |
| Value | Count | Frequency (%) |
| 1 | 1008 | |
| 2 | 963 | |
| 3 | 1003 | |
| 4 | 990 | |
| 5 | 983 | |
| 6 | 984 | |
| 7 | 999 | |
| 8 | 978 | |
| 9 | 1018 | |
| 10 | 947 |
| Value | Count | Frequency (%) |
| 50 | 1045 | |
| 49 | 998 | |
| 48 | 977 | |
| 47 | 982 | |
| 46 | 1006 | |
| 45 | 1038 | |
| 44 | 1047 | |
| 43 | 1041 | |
| 42 | 977 | |
| 41 | 1048 |
Time Since Last Use (days)
Real number (ℝ)
Zeros 
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.01516 |
| Minimum | 0 |
|---|---|
| Maximum | 60 |
| Zeros | 787 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 15 |
| median | 30 |
| Q3 | 45 |
| 95-th percentile | 57 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 17.626159 |
|---|---|
| Coefficient of variation (CV) | 0.58724186 |
| Kurtosis | -1.2034141 |
| Mean | 30.01516 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.0027284516 |
| Sum | 1500758 |
| Variance | 310.68146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 890 | 1.8% |
| 40 | 882 | 1.8% |
| 6 | 872 | 1.7% |
| 49 | 871 | 1.7% |
| 15 | 864 | 1.7% |
| 60 | 864 | 1.7% |
| 24 | 862 | 1.7% |
| 5 | 861 | 1.7% |
| 55 | 856 | 1.7% |
| 39 | 855 | 1.7% |
| Other values (51) | 41323 |
| Value | Count | Frequency (%) |
| 0 | 787 | |
| 1 | 818 | |
| 2 | 827 | |
| 3 | 842 | |
| 4 | 796 | |
| 5 | 861 | |
| 6 | 872 | |
| 7 | 844 | |
| 8 | 837 | |
| 9 | 826 |
| Value | Count | Frequency (%) |
| 60 | 864 | |
| 59 | 850 | |
| 58 | 767 | |
| 57 | 773 | |
| 56 | 812 | |
| 55 | 856 | |
| 54 | 844 | |
| 53 | 806 | |
| 52 | 804 | |
| 51 | 838 |
Favorite Flag
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 25086 | |
| True | 24914 |
| Value | Count | Frequency (%) |
| False | 25169 | |
| True | 24831 |
Date
Date
| Distinct | 96 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| Minimum | 2025-01-01 00:00:00 |
|---|---|
| Maximum | 2025-04-06 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Time
Date
| Distinct | 38012 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| Minimum | 2025-04-07 00:00:01 |
|---|---|
| Maximum | 2025-04-07 23:59:59 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Day of Week
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
| Sunday | |
|---|---|
| Tuesday | |
| Friday | |
| Wednesday | |
| Saturday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.13736 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sunday |
|---|---|
| 2nd row | Sunday |
| 3rd row | Saturday |
| 4th row | Monday |
| 5th row | Tuesday |
Common Values
| Value | Count | Frequency (%) |
| Sunday | 7248 | |
| Tuesday | 7196 | |
| Friday | 7189 | |
| Wednesday | 7128 | |
| Saturday | 7107 | |
| Monday | 7095 | |
| Thursday | 7037 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sunday | 7248 | |
| tuesday | 7196 | |
| friday | 7189 | |
| wednesday | 7128 | |
| saturday | 7107 | |
| monday | 7095 | |
| thursday | 7037 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 57128 | |
| a | 57107 | |
| y | 50000 | |
| u | 28588 | |
| n | 21471 | 6.0% |
| e | 21452 | 6.0% |
| s | 21361 | 6.0% |
| r | 21333 | 6.0% |
| S | 14355 | 4.0% |
| T | 14233 | 4.0% |
| Other values (7) | 49840 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 356868 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 57128 | |
| a | 57107 | |
| y | 50000 | |
| u | 28588 | |
| n | 21471 | 6.0% |
| e | 21452 | 6.0% |
| s | 21361 | 6.0% |
| r | 21333 | 6.0% |
| S | 14355 | 4.0% |
| T | 14233 | 4.0% |
| Other values (7) | 49840 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 356868 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 57128 | |
| a | 57107 | |
| y | 50000 | |
| u | 28588 | |
| n | 21471 | 6.0% |
| e | 21452 | 6.0% |
| s | 21361 | 6.0% |
| r | 21333 | 6.0% |
| S | 14355 | 4.0% |
| T | 14233 | 4.0% |
| Other values (7) | 49840 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 356868 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 57128 | |
| a | 57107 | |
| y | 50000 | |
| u | 28588 | |
| n | 21471 | 6.0% |
| e | 21452 | 6.0% |
| s | 21361 | 6.0% |
| r | 21333 | 6.0% |
| S | 14355 | 4.0% |
| T | 14233 | 4.0% |
| Other values (7) | 49840 |
| Value | Count | Frequency (%) |
| True | 25066 | |
| False | 24934 |
Season
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| Autumn | |
|---|---|
| Summer | |
| Spring | |
| Winter |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Summer |
|---|---|
| 2nd row | Spring |
| 3rd row | Winter |
| 4th row | Winter |
| 5th row | Summer |
Common Values
| Value | Count | Frequency (%) |
| Autumn | 12631 | |
| Summer | 12535 | |
| Spring | 12443 | |
| Winter | 12391 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| autumn | 12631 | |
| summer | 12535 | |
| spring | 12443 | |
| winter | 12391 |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 37797 | |
| m | 37701 | |
| n | 37465 | |
| r | 37369 | |
| t | 25022 | |
| S | 24978 | |
| e | 24926 | |
| i | 24834 | |
| A | 12631 | 4.2% |
| p | 12443 | 4.1% |
| Other values (2) | 24834 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| u | 37797 | |
| m | 37701 | |
| n | 37465 | |
| r | 37369 | |
| t | 25022 | |
| S | 24978 | |
| e | 24926 | |
| i | 24834 | |
| A | 12631 | 4.2% |
| p | 12443 | 4.1% |
| Other values (2) | 24834 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| u | 37797 | |
| m | 37701 | |
| n | 37465 | |
| r | 37369 | |
| t | 25022 | |
| S | 24978 | |
| e | 24926 | |
| i | 24834 | |
| A | 12631 | 4.2% |
| p | 12443 | 4.1% |
| Other values (2) | 24834 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 300000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| u | 37797 | |
| m | 37701 | |
| n | 37465 | |
| r | 37369 | |
| t | 25022 | |
| S | 24978 | |
| e | 24926 | |
| i | 24834 | |
| A | 12631 | 4.2% |
| p | 12443 | 4.1% |
| Other values (2) | 24834 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 2 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 10182 | |
| 5 | 10013 | |
| 4 | 9995 | |
| 2 | 9994 | |
| 1 | 9816 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 10182 | |
| 5 | 10013 | |
| 4 | 9995 | |
| 2 | 9994 | |
| 1 | 9816 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 10182 | |
| 5 | 10013 | |
| 4 | 9995 | |
| 2 | 9994 | |
| 1 | 9816 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 10182 | |
| 5 | 10013 | |
| 4 | 9995 | |
| 2 | 9994 | |
| 1 | 9816 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 10182 | |
| 5 | 10013 | |
| 4 | 9995 | |
| 2 | 9994 | |
| 1 | 9816 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 10182 | |
| 5 | 10013 | |
| 4 | 9995 | |
| 2 | 9994 | |
| 1 | 9816 |
Review Text
Text
Unique 
| Distinct | 50000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
Length
| Max length | 123 |
|---|---|
| Median length | 91 |
| Mean length | 62.49428 |
| Min length | 24 |
Unique
| Unique | 50000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Everyone democratic shake bill here grow gas enough analysis least. |
|---|---|
| 2nd row | Detail food shoulder argue start source husband at tree note responsibility defense material. |
| 3rd row | Shoulder future fall citizen about reveal rest will seven. |
| 4th row | Require human public health tonight later easy ask. |
| 5th row | Art rock song body court movie cell. |
| Value | Count | Frequency (%) |
| enjoy | 564 | 0.1% |
| plant | 559 | 0.1% |
| building | 559 | 0.1% |
| place | 557 | 0.1% |
| blood | 554 | 0.1% |
| stuff | 549 | 0.1% |
| fine | 549 | 0.1% |
| ask | 546 | 0.1% |
| successful | 546 | 0.1% |
| conference | 546 | 0.1% |
| Other values (961) | 472253 |
Most occurring characters
| Value | Count | Frequency (%) |
| 427782 | ||
| e | 350180 | 11.2% |
| t | 208123 | 6.7% |
| r | 202675 | 6.5% |
| a | 199136 | 6.4% |
| o | 187735 | 6.0% |
| i | 182678 | 5.8% |
| n | 172032 | 5.5% |
| s | 143957 | 4.6% |
| l | 130418 | 4.2% |
| Other values (42) | 919998 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3124714 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 427782 | ||
| e | 350180 | 11.2% |
| t | 208123 | 6.7% |
| r | 202675 | 6.5% |
| a | 199136 | 6.4% |
| o | 187735 | 6.0% |
| i | 182678 | 5.8% |
| n | 172032 | 5.5% |
| s | 143957 | 4.6% |
| l | 130418 | 4.2% |
| Other values (42) | 919998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3124714 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 427782 | ||
| e | 350180 | 11.2% |
| t | 208123 | 6.7% |
| r | 202675 | 6.5% |
| a | 199136 | 6.4% |
| o | 187735 | 6.0% |
| i | 182678 | 5.8% |
| n | 172032 | 5.5% |
| s | 143957 | 4.6% |
| l | 130418 | 4.2% |
| Other values (42) | 919998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3124714 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 427782 | ||
| e | 350180 | 11.2% |
| t | 208123 | 6.7% |
| r | 202675 | 6.5% |
| a | 199136 | 6.4% |
| o | 187735 | 6.0% |
| i | 182678 | 5.8% |
| n | 172032 | 5.5% |
| s | 143957 | 4.6% |
| l | 130418 | 4.2% |
| Other values (42) | 919998 |
Review Sentiment
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 MiB |
| Negative | |
|---|---|
| Positive | |
| Neutral |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.66808 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Neutral |
|---|---|
| 2nd row | Neutral |
| 3rd row | Positive |
| 4th row | Neutral |
| 5th row | Negative |
Common Values
| Value | Count | Frequency (%) |
| Negative | 16755 | |
| Positive | 16649 | |
| Neutral | 16596 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| negative | 16755 | |
| positive | 16649 | |
| neutral | 16596 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 66755 | |
| i | 50053 | |
| t | 50000 | |
| v | 33404 | |
| N | 33351 | |
| a | 33351 | |
| g | 16755 | 4.4% |
| P | 16649 | 4.3% |
| o | 16649 | 4.3% |
| s | 16649 | 4.3% |
| Other values (3) | 49788 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 383404 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 66755 | |
| i | 50053 | |
| t | 50000 | |
| v | 33404 | |
| N | 33351 | |
| a | 33351 | |
| g | 16755 | 4.4% |
| P | 16649 | 4.3% |
| o | 16649 | 4.3% |
| s | 16649 | 4.3% |
| Other values (3) | 49788 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 383404 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 66755 | |
| i | 50053 | |
| t | 50000 | |
| v | 33404 | |
| N | 33351 | |
| a | 33351 | |
| g | 16755 | 4.4% |
| P | 16649 | 4.3% |
| o | 16649 | 4.3% |
| s | 16649 | 4.3% |
| Other values (3) | 49788 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 383404 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 66755 | |
| i | 50053 | |
| t | 50000 | |
| v | 33404 | |
| N | 33351 | |
| a | 33351 | |
| g | 16755 | 4.4% |
| P | 16649 | 4.3% |
| o | 16649 | 4.3% |
| s | 16649 | 4.3% |
| Other values (3) | 49788 |
Review Length
Real number (ℝ)
| Distinct | 281 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 160.05168 |
| Minimum | 20 |
|---|---|
| Maximum | 300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 90 |
| median | 160 |
| Q3 | 230 |
| 95-th percentile | 286 |
| Maximum | 300 |
| Range | 280 |
| Interquartile range (IQR) | 140 |
Descriptive statistics
| Standard deviation | 80.980031 |
|---|---|
| Coefficient of variation (CV) | 0.50596177 |
| Kurtosis | -1.1990869 |
| Mean | 160.05168 |
| Median Absolute Deviation (MAD) | 70 |
| Skewness | -0.0018714944 |
| Sum | 8002584 |
| Variance | 6557.7654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 231 | 219 | 0.4% |
| 120 | 213 | 0.4% |
| 259 | 213 | 0.4% |
| 170 | 209 | 0.4% |
| 206 | 208 | 0.4% |
| 54 | 208 | 0.4% |
| 50 | 208 | 0.4% |
| 293 | 207 | 0.4% |
| 96 | 205 | 0.4% |
| 107 | 205 | 0.4% |
| Other values (271) | 47905 |
| Value | Count | Frequency (%) |
| 20 | 168 | |
| 21 | 179 | |
| 22 | 201 | |
| 23 | 198 | |
| 24 | 180 | |
| 25 | 156 | |
| 26 | 151 | |
| 27 | 172 | |
| 28 | 166 | |
| 29 | 166 |
| Value | Count | Frequency (%) |
| 300 | 159 | |
| 299 | 183 | |
| 298 | 192 | |
| 297 | 159 | |
| 296 | 162 | |
| 295 | 197 | |
| 294 | 163 | |
| 293 | 207 | |
| 292 | 174 | |
| 291 | 197 |
| Distinct | 25343 |
|---|---|
| Distinct (%) | 50.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 MiB |
Length
| Max length | 24 |
|---|---|
| Median length | 21 |
| Mean length | 12.06528 |
| Min length | 5 |
Unique
| Unique | 16355 ? |
|---|---|
| Unique (%) | 32.7% |
Sample
| 1st row | South Christianport |
|---|---|
| 2nd row | Thomasberg |
| 3rd row | Port Colleenhaven |
| 4th row | New Angelashire |
| 5th row | West Steven |
| Value | Count | Frequency (%) |
| lake | 3631 | 4.8% |
| east | 3622 | 4.8% |
| new | 3614 | 4.8% |
| port | 3611 | 4.8% |
| south | 3568 | 4.8% |
| west | 3543 | 4.7% |
| north | 3523 | 4.7% |
| michael | 291 | 0.4% |
| john | 204 | 0.3% |
| david | 200 | 0.3% |
| Other values (14556) | 49305 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 57889 | 9.6% |
| t | 47345 | 7.8% |
| r | 47140 | 7.8% |
| a | 46910 | 7.8% |
| o | 41720 | 6.9% |
| h | 33620 | 5.6% |
| n | 32683 | 5.4% |
| i | 29681 | 4.9% |
| s | 28087 | 4.7% |
| 25112 | 4.2% | |
| Other values (43) | 213077 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 603264 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 57889 | 9.6% |
| t | 47345 | 7.8% |
| r | 47140 | 7.8% |
| a | 46910 | 7.8% |
| o | 41720 | 6.9% |
| h | 33620 | 5.6% |
| n | 32683 | 5.4% |
| i | 29681 | 4.9% |
| s | 28087 | 4.7% |
| 25112 | 4.2% | |
| Other values (43) | 213077 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 603264 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 57889 | 9.6% |
| t | 47345 | 7.8% |
| r | 47140 | 7.8% |
| a | 46910 | 7.8% |
| o | 41720 | 6.9% |
| h | 33620 | 5.6% |
| n | 32683 | 5.4% |
| i | 29681 | 4.9% |
| s | 28087 | 4.7% |
| 25112 | 4.2% | |
| Other values (43) | 213077 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 603264 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 57889 | 9.6% |
| t | 47345 | 7.8% |
| r | 47140 | 7.8% |
| a | 46910 | 7.8% |
| o | 41720 | 6.9% |
| h | 33620 | 5.6% |
| n | 32683 | 5.4% |
| i | 29681 | 4.9% |
| s | 28087 | 4.7% |
| 25112 | 4.2% | |
| Other values (43) | 213077 |
State
Categorical
High correlation 
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 MiB |
| KwaZulu-Natal | 1479 |
|---|---|
| Western Cape | 1442 |
| Gauteng | 1418 |
| Île-de-France | 1387 |
| Provence-Alpes-Côte d'Azur | 1384 |
| Other values (43) |
Length
| Max length | 26 |
|---|---|
| Median length | 17 |
| Mean length | 10.0505 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gauteng |
|---|---|
| 2nd row | Kyoto |
| 3rd row | Beijing |
| 4th row | Osaka |
| 5th row | KwaZulu-Natal |
Common Values
| Value | Count | Frequency (%) |
| KwaZulu-Natal | 1479 | 3.0% |
| Western Cape | 1442 | 2.9% |
| Gauteng | 1418 | 2.8% |
| Île-de-France | 1387 | 2.8% |
| Provence-Alpes-Côte d'Azur | 1384 | 2.8% |
| Auvergne-Rhône-Alpes | 1377 | 2.8% |
| Tokyo | 1102 | 2.2% |
| Queensland | 1101 | 2.2% |
| Bahia | 1092 | 2.2% |
| Jalisco | 1090 | 2.2% |
| Other values (38) | 37128 |
Length
| Value | Count | Frequency (%) |
| western | 2412 | 3.6% |
| wales | 2069 | 3.1% |
| new | 1889 | 2.8% |
| kwazulu-natal | 1479 | 2.2% |
| cape | 1442 | 2.1% |
| gauteng | 1418 | 2.1% |
| île-de-france | 1387 | 2.0% |
| provence-alpes-côte | 1384 | 2.0% |
| d'azur | 1384 | 2.0% |
| auvergne-rhône-alpes | 1377 | 2.0% |
| Other values (52) | 51542 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 56174 | 11.2% |
| e | 48085 | 9.6% |
| i | 30873 | 6.1% |
| n | 30642 | 6.1% |
| r | 29006 | 5.8% |
| o | 26599 | 5.3% |
| l | 26545 | 5.3% |
| t | 22383 | 4.5% |
| u | 19346 | 3.8% |
| s | 19001 | 3.8% |
| Other values (47) | 193871 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 502525 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 56174 | 11.2% |
| e | 48085 | 9.6% |
| i | 30873 | 6.1% |
| n | 30642 | 6.1% |
| r | 29006 | 5.8% |
| o | 26599 | 5.3% |
| l | 26545 | 5.3% |
| t | 22383 | 4.5% |
| u | 19346 | 3.8% |
| s | 19001 | 3.8% |
| Other values (47) | 193871 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 502525 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 56174 | 11.2% |
| e | 48085 | 9.6% |
| i | 30873 | 6.1% |
| n | 30642 | 6.1% |
| r | 29006 | 5.8% |
| o | 26599 | 5.3% |
| l | 26545 | 5.3% |
| t | 22383 | 4.5% |
| u | 19346 | 3.8% |
| s | 19001 | 3.8% |
| Other values (47) | 193871 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 502525 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 56174 | 11.2% |
| e | 48085 | 9.6% |
| i | 30873 | 6.1% |
| n | 30642 | 6.1% |
| r | 29006 | 5.8% |
| o | 26599 | 5.3% |
| l | 26545 | 5.3% |
| t | 22383 | 4.5% |
| u | 19346 | 3.8% |
| s | 19001 | 3.8% |
| Other values (47) | 193871 |
Country
Categorical
High correlation 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| South Africa | |
|---|---|
| India | |
| USA | |
| Brazil | |
| Mexico | |
| Other values (7) |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 6.02616 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | South Africa |
|---|---|
| 2nd row | Japan |
| 3rd row | China |
| 4th row | Japan |
| 5th row | South Africa |
Common Values
| Value | Count | Frequency (%) |
| South Africa | 4339 | |
| India | 4239 | |
| USA | 4203 | |
| Brazil | 4194 | |
| Mexico | 4190 | |
| Australia | 4187 | |
| Japan | 4161 | |
| China | 4155 | |
| France | 4148 | |
| Germany | 4093 | |
| Other values (2) | 8091 |
Length
| Value | Count | Frequency (%) |
| south | 4339 | 8.0% |
| africa | 4339 | 8.0% |
| india | 4239 | 7.8% |
| usa | 4203 | 7.7% |
| brazil | 4194 | 7.7% |
| mexico | 4190 | 7.7% |
| australia | 4187 | 7.7% |
| japan | 4161 | 7.7% |
| china | 4155 | 7.6% |
| france | 4148 | 7.6% |
| Other values (3) | 12184 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 53975 | |
| i | 25304 | 8.4% |
| n | 24833 | 8.2% |
| r | 20961 | 7.0% |
| A | 12729 | 4.2% |
| c | 12677 | 4.2% |
| e | 12431 | 4.1% |
| S | 8542 | 2.8% |
| o | 8529 | 2.8% |
| t | 8526 | 2.8% |
| Other values (21) | 112801 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 301308 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 53975 | |
| i | 25304 | 8.4% |
| n | 24833 | 8.2% |
| r | 20961 | 7.0% |
| A | 12729 | 4.2% |
| c | 12677 | 4.2% |
| e | 12431 | 4.1% |
| S | 8542 | 2.8% |
| o | 8529 | 2.8% |
| t | 8526 | 2.8% |
| Other values (21) | 112801 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 301308 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 53975 | |
| i | 25304 | 8.4% |
| n | 24833 | 8.2% |
| r | 20961 | 7.0% |
| A | 12729 | 4.2% |
| c | 12677 | 4.2% |
| e | 12431 | 4.1% |
| S | 8542 | 2.8% |
| o | 8529 | 2.8% |
| t | 8526 | 2.8% |
| Other values (21) | 112801 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 301308 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 53975 | |
| i | 25304 | 8.4% |
| n | 24833 | 8.2% |
| r | 20961 | 7.0% |
| A | 12729 | 4.2% |
| c | 12677 | 4.2% |
| e | 12431 | 4.1% |
| S | 8542 | 2.8% |
| o | 8529 | 2.8% |
| t | 8526 | 2.8% |
| Other values (21) | 112801 |
Region
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 MiB |
| North America | |
|---|---|
| Europe | |
| Southeast Asia | |
| Africa | |
| South America |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 10.40168 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Europe |
|---|---|
| 2nd row | Southeast Asia |
| 3rd row | Europe |
| 4th row | Southeast Asia |
| 5th row | Europe |
Common Values
| Value | Count | Frequency (%) |
| North America | 10074 | |
| Europe | 10026 | |
| Southeast Asia | 10000 | |
| Africa | 9962 | |
| South America | 9938 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| america | 20012 | |
| north | 10074 | |
| europe | 10026 | |
| southeast | 10000 | |
| asia | 10000 | |
| africa | 9962 | |
| south | 9938 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 50074 | 9.6% |
| a | 49974 | 9.6% |
| e | 40038 | 7.7% |
| o | 40038 | 7.7% |
| t | 40012 | 7.7% |
| i | 39974 | 7.7% |
| A | 39974 | 7.7% |
| 30012 | 5.8% | |
| h | 30012 | 5.8% |
| c | 29974 | 5.8% |
| Other values (8) | 130002 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 520084 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 50074 | 9.6% |
| a | 49974 | 9.6% |
| e | 40038 | 7.7% |
| o | 40038 | 7.7% |
| t | 40012 | 7.7% |
| i | 39974 | 7.7% |
| A | 39974 | 7.7% |
| 30012 | 5.8% | |
| h | 30012 | 5.8% |
| c | 29974 | 5.8% |
| Other values (8) | 130002 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 520084 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 50074 | 9.6% |
| a | 49974 | 9.6% |
| e | 40038 | 7.7% |
| o | 40038 | 7.7% |
| t | 40012 | 7.7% |
| i | 39974 | 7.7% |
| A | 39974 | 7.7% |
| 30012 | 5.8% | |
| h | 30012 | 5.8% |
| c | 29974 | 5.8% |
| Other values (8) | 130002 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 520084 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 50074 | 9.6% |
| a | 49974 | 9.6% |
| e | 40038 | 7.7% |
| o | 40038 | 7.7% |
| t | 40012 | 7.7% |
| i | 39974 | 7.7% |
| A | 39974 | 7.7% |
| 30012 | 5.8% | |
| h | 30012 | 5.8% |
| c | 29974 | 5.8% |
| Other values (8) | 130002 |
Play Pass Plan
Categorical
High correlation  Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 12596 |
| Missing (%) | 25.2% |
| Memory size | 3.0 MiB |
| yearly | |
|---|---|
| one_month | |
| monthly |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.3337611 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | monthly |
|---|---|
| 2nd row | one_month |
| 3rd row | yearly |
| 4th row | yearly |
| 5th row | one_month |
Common Values
| Value | Count | Frequency (%) |
| yearly | 12564 | |
| one_month | 12524 | |
| monthly | 12316 | |
| (Missing) | 12596 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| yearly | 12564 | |
| one_month | 12524 | |
| monthly | 12316 |
Most occurring characters
| Value | Count | Frequency (%) |
| y | 37444 | |
| o | 37364 | |
| n | 37364 | |
| e | 25088 | |
| l | 24880 | |
| h | 24840 | |
| m | 24840 | |
| t | 24840 | |
| a | 12564 | 4.6% |
| r | 12564 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 274312 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| y | 37444 | |
| o | 37364 | |
| n | 37364 | |
| e | 25088 | |
| l | 24880 | |
| h | 24840 | |
| m | 24840 | |
| t | 24840 | |
| a | 12564 | 4.6% |
| r | 12564 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 274312 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| y | 37444 | |
| o | 37364 | |
| n | 37364 | |
| e | 25088 | |
| l | 24880 | |
| h | 24840 | |
| m | 24840 | |
| t | 24840 | |
| a | 12564 | 4.6% |
| r | 12564 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 274312 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| y | 37444 | |
| o | 37364 | |
| n | 37364 | |
| e | 25088 | |
| l | 24880 | |
| h | 24840 | |
| m | 24840 | |
| t | 24840 | |
| a | 12564 | 4.6% |
| r | 12564 | 4.6% |
Play Pass User
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 37404 | |
| False | 12596 | 25.2% |
Subscription Duration
Real number (ℝ)
Zeros 
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.01206 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 1967 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 23 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.1962289 |
|---|---|
| Coefficient of variation (CV) | 0.59908366 |
| Kurtosis | -1.199153 |
| Mean | 12.01206 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.0013179261 |
| Sum | 600603 |
| Variance | 51.78571 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 2119 | 4.2% |
| 14 | 2060 | 4.1% |
| 11 | 2056 | 4.1% |
| 10 | 2051 | 4.1% |
| 16 | 2042 | 4.1% |
| 17 | 2038 | 4.1% |
| 5 | 2035 | 4.1% |
| 6 | 2032 | 4.1% |
| 19 | 2024 | 4.0% |
| 20 | 2018 | 4.0% |
| Other values (15) | 29525 |
| Value | Count | Frequency (%) |
| 0 | 1967 | |
| 1 | 1977 | |
| 2 | 1997 | |
| 3 | 1978 | |
| 4 | 2004 | |
| 5 | 2035 | |
| 6 | 2032 | |
| 7 | 1930 | |
| 8 | 1999 | |
| 9 | 1954 |
| Value | Count | Frequency (%) |
| 24 | 1946 | |
| 23 | 2119 | |
| 22 | 1954 | |
| 21 | 1915 | |
| 20 | 2018 | |
| 19 | 2024 | |
| 18 | 1966 | |
| 17 | 2038 | |
| 16 | 2042 | |
| 15 | 1952 |
| Value | Count | Frequency (%) |
| True | 25046 | |
| False | 24954 |
App Tags
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 MiB |
| Editor’s Choice, Multiplayer | 2567 |
|---|---|
| Family Friendly, AR Support | 2564 |
| Offline, Family Friendly | 2552 |
| Multiplayer, AR Support | 2543 |
| Multiplayer, Offline | 2533 |
| Other values (15) |
Length
| Max length | 32 |
|---|---|
| Median length | 27 |
| Mean length | 25.2183 |
| Min length | 19 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Offline, AR Support |
|---|---|
| 2nd row | Editor’s Choice, Multiplayer |
| 3rd row | AR Support, Family Friendly |
| 4th row | AR Support, Offline |
| 5th row | Editor’s Choice, Family Friendly |
Common Values
| Value | Count | Frequency (%) |
| Editor’s Choice, Multiplayer | 2567 | 5.1% |
| Family Friendly, AR Support | 2564 | 5.1% |
| Offline, Family Friendly | 2552 | 5.1% |
| Multiplayer, AR Support | 2543 | 5.1% |
| Multiplayer, Offline | 2533 | 5.1% |
| Editor’s Choice, AR Support | 2530 | 5.1% |
| Family Friendly, Editor’s Choice | 2528 | 5.1% |
| Editor’s Choice, Family Friendly | 2527 | 5.1% |
| AR Support, Family Friendly | 2525 | 5.1% |
| AR Support, Multiplayer | 2513 | 5.0% |
| Other values (10) | 24618 |
Length
| Value | Count | Frequency (%) |
| family | 20061 | |
| friendly | 20061 | |
| multiplayer | 20042 | |
| choice | 20026 | |
| editor’s | 20026 | |
| ar | 20017 | |
| support | 20017 | |
| offline | 19854 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 120070 | 9.5% |
| 110104 | 8.7% | |
| l | 100060 | 7.9% |
| r | 80146 | 6.4% |
| e | 79983 | 6.3% |
| y | 60164 | 4.8% |
| t | 60085 | 4.8% |
| p | 60076 | 4.8% |
| o | 60069 | 4.8% |
| , | 50000 | 4.0% |
| Other values (18) | 480158 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1260915 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 120070 | 9.5% |
| 110104 | 8.7% | |
| l | 100060 | 7.9% |
| r | 80146 | 6.4% |
| e | 79983 | 6.3% |
| y | 60164 | 4.8% |
| t | 60085 | 4.8% |
| p | 60076 | 4.8% |
| o | 60069 | 4.8% |
| , | 50000 | 4.0% |
| Other values (18) | 480158 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1260915 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 120070 | 9.5% |
| 110104 | 8.7% | |
| l | 100060 | 7.9% |
| r | 80146 | 6.4% |
| e | 79983 | 6.3% |
| y | 60164 | 4.8% |
| t | 60085 | 4.8% |
| p | 60076 | 4.8% |
| o | 60069 | 4.8% |
| , | 50000 | 4.0% |
| Other values (18) | 480158 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1260915 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 120070 | 9.5% |
| 110104 | 8.7% | |
| l | 100060 | 7.9% |
| r | 80146 | 6.4% |
| e | 79983 | 6.3% |
| y | 60164 | 4.8% |
| t | 60085 | 4.8% |
| p | 60076 | 4.8% |
| o | 60069 | 4.8% |
| , | 50000 | 4.0% |
| Other values (18) | 480158 |
Age Rating
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| Teen | |
|---|---|
| Everyone | |
| 18+ |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.0012 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Teen |
|---|---|
| 2nd row | 18+ |
| 3rd row | 18+ |
| 4th row | 18+ |
| 5th row | 18+ |
Common Values
| Value | Count | Frequency (%) |
| Teen | 16735 | |
| Everyone | 16665 | |
| 18+ | 16600 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| teen | 16735 | |
| everyone | 16665 | |
| 18 | 16600 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 66800 | |
| n | 33400 | |
| T | 16735 | 6.7% |
| E | 16665 | 6.7% |
| v | 16665 | 6.7% |
| r | 16665 | 6.7% |
| y | 16665 | 6.7% |
| o | 16665 | 6.7% |
| 1 | 16600 | 6.6% |
| 8 | 16600 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 250060 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 66800 | |
| n | 33400 | |
| T | 16735 | 6.7% |
| E | 16665 | 6.7% |
| v | 16665 | 6.7% |
| r | 16665 | 6.7% |
| y | 16665 | 6.7% |
| o | 16665 | 6.7% |
| 1 | 16600 | 6.6% |
| 8 | 16600 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 250060 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 66800 | |
| n | 33400 | |
| T | 16735 | 6.7% |
| E | 16665 | 6.7% |
| v | 16665 | 6.7% |
| r | 16665 | 6.7% |
| y | 16665 | 6.7% |
| o | 16665 | 6.7% |
| 1 | 16600 | 6.6% |
| 8 | 16600 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 250060 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 66800 | |
| n | 33400 | |
| T | 16735 | 6.7% |
| E | 16665 | 6.7% |
| v | 16665 | 6.7% |
| r | 16665 | 6.7% |
| y | 16665 | 6.7% |
| o | 16665 | 6.7% |
| 1 | 16600 | 6.6% |
| 8 | 16600 | 6.6% |
Device Locale/Language
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| pt-BR | |
|---|---|
| hi-IN | |
| en-US | |
| de-DE | |
| en-GB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | en-US |
|---|---|
| 2nd row | pt-BR |
| 3rd row | de-DE |
| 4th row | pt-BR |
| 5th row | pt-BR |
Common Values
| Value | Count | Frequency (%) |
| pt-BR | 10112 | |
| hi-IN | 10043 | |
| en-US | 10001 | |
| de-DE | 9992 | |
| en-GB | 9852 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pt-br | 10112 | |
| hi-in | 10043 | |
| en-us | 10001 | |
| de-de | 9992 | |
| en-gb | 9852 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 50000 | |
| e | 29845 | |
| B | 19964 | 8.0% |
| n | 19853 | 7.9% |
| p | 10112 | 4.0% |
| t | 10112 | 4.0% |
| R | 10112 | 4.0% |
| h | 10043 | 4.0% |
| i | 10043 | 4.0% |
| N | 10043 | 4.0% |
| Other values (7) | 69873 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 250000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 50000 | |
| e | 29845 | |
| B | 19964 | 8.0% |
| n | 19853 | 7.9% |
| p | 10112 | 4.0% |
| t | 10112 | 4.0% |
| R | 10112 | 4.0% |
| h | 10043 | 4.0% |
| i | 10043 | 4.0% |
| N | 10043 | 4.0% |
| Other values (7) | 69873 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 250000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 50000 | |
| e | 29845 | |
| B | 19964 | 8.0% |
| n | 19853 | 7.9% |
| p | 10112 | 4.0% |
| t | 10112 | 4.0% |
| R | 10112 | 4.0% |
| h | 10043 | 4.0% |
| i | 10043 | 4.0% |
| N | 10043 | 4.0% |
| Other values (7) | 69873 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 250000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 50000 | |
| e | 29845 | |
| B | 19964 | 8.0% |
| n | 19853 | 7.9% |
| p | 10112 | 4.0% |
| t | 10112 | 4.0% |
| R | 10112 | 4.0% |
| h | 10043 | 4.0% |
| i | 10043 | 4.0% |
| N | 10043 | 4.0% |
| Other values (7) | 69873 |
Interactions
Correlations
| Age | Age Rating | Amount Spent on In-App Purchases | Android Version | App Size (MB) | App Tags | App/Game Price | Auto-Renew | Category | Country | Day of Week | Device Locale/Language | Device Type | Discount Applied | Favorite Flag | Free/Paid | Gender | ID | In-App Purchases | Income Level | Play Pass Plan | Play Pass User | Price Paid (with Coupon) | Promo Code Used | Rating | Region | Review Length | Review Sentiment | Season | Session Count | State | Sub_Category | Subscription Duration | Time Since Last Use (days) | Time Spent (min) | Total Installs | Transaction Type | Uninstalled | Weekend | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.000 | -0.008 | 0.000 | 0.009 | 0.000 | -0.004 | 0.000 | 0.010 | 0.000 | 0.000 | 0.005 | 0.004 | 0.000 | 0.000 | 0.000 | 0.008 | -0.003 | 0.000 | 0.000 | 0.012 | 0.000 | -0.005 | 0.006 | 0.003 | 0.000 | -0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.008 | 0.002 | -0.000 | 0.006 | 0.009 | 0.000 | 0.011 |
| Age Rating | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.006 | 0.010 | 0.000 | 0.000 | 0.000 | 0.005 | 0.007 | 0.000 | 0.000 | 0.004 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.001 | 0.003 | 0.000 | 0.016 | 0.011 | 0.006 | 0.009 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 |
| Amount Spent on In-App Purchases | -0.008 | 0.000 | 1.000 | 0.000 | -0.009 | 0.009 | -0.004 | 0.000 | 0.008 | 0.000 | 0.000 | 0.007 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.006 | 0.003 | 0.003 | -0.002 | 0.000 | 0.006 | 0.000 | -0.009 | 0.000 | 0.004 | -0.007 | 0.000 | 0.002 | -0.002 | -0.000 | -0.001 | 0.005 | 0.536 | 0.000 | 0.010 |
| Android Version | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.004 | 0.005 | 0.000 | 0.004 | 0.003 | 0.000 | 0.010 | 0.007 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.009 | 0.000 | 0.000 | 0.005 | 0.000 |
| App Size (MB) | 0.009 | 0.000 | -0.009 | 0.000 | 1.000 | 0.000 | -0.008 | 0.005 | 0.004 | 0.004 | 0.006 | 0.000 | 0.004 | 0.000 | 0.007 | 0.000 | 0.000 | -0.017 | 0.007 | 0.004 | 0.000 | 0.006 | -0.008 | 0.018 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | -0.007 | 0.003 | 0.000 | 0.007 | 0.001 | 0.000 | 0.007 | 0.010 | 0.000 | 0.010 |
| App Tags | 0.000 | 0.000 | 0.009 | 0.012 | 0.000 | 1.000 | 0.002 | 0.003 | 0.003 | 0.005 | 0.008 | 0.000 | 0.000 | 0.000 | 0.013 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.004 | 0.000 | 0.000 | 0.000 | 0.009 | 0.010 | 0.000 | 0.005 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.007 | 0.001 | 0.000 | 0.000 | 0.000 |
| App/Game Price | -0.004 | 0.000 | -0.004 | 0.000 | -0.008 | 0.002 | 1.000 | 0.000 | 0.004 | 0.001 | 0.000 | 0.004 | 0.000 | 0.000 | 0.008 | 0.923 | 0.000 | 0.002 | 0.004 | 0.002 | 0.000 | 0.000 | 0.979 | 0.005 | 0.007 | 0.007 | -0.009 | 0.000 | 0.000 | 0.003 | 0.005 | 0.000 | -0.003 | 0.003 | 0.001 | 0.006 | 0.004 | 0.000 | 0.000 |
| Auto-Renew | 0.000 | 0.008 | 0.000 | 0.000 | 0.005 | 0.003 | 0.000 | 1.000 | 0.011 | 0.007 | 0.000 | 0.005 | 0.000 | 0.005 | 0.002 | 0.007 | 0.002 | 0.009 | 0.005 | 0.000 | 0.000 | 0.004 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.007 | 0.010 | 0.011 | 0.000 | 0.000 | 0.001 | 0.006 | 0.000 | 0.000 |
| Category | 0.010 | 0.000 | 0.008 | 0.000 | 0.004 | 0.003 | 0.004 | 0.011 | 1.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.003 | 0.000 | 0.003 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 1.000 | 0.009 | 0.000 | 0.000 | 0.001 | 0.007 | 0.002 | 0.010 |
| Country | 0.000 | 0.006 | 0.000 | 0.000 | 0.004 | 0.005 | 0.001 | 0.007 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.005 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.004 | 0.006 | 0.000 | 0.003 | 1.000 | 0.005 | 0.000 | 0.005 | 0.006 | 0.005 | 0.004 | 0.013 | 0.000 |
| Day of Week | 0.000 | 0.010 | 0.000 | 0.006 | 0.006 | 0.008 | 0.000 | 0.000 | 0.007 | 0.000 | 1.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.002 | 0.005 | 0.005 | 0.006 | 0.009 | 0.000 | 0.007 | 0.000 | 0.001 | 0.002 | 0.000 | 0.000 | 0.000 | 0.008 | 0.004 | 0.008 | 0.004 | 0.008 | 0.003 | 0.003 | 0.005 | 0.000 | 0.008 |
| Device Locale/Language | 0.005 | 0.000 | 0.007 | 0.004 | 0.000 | 0.000 | 0.004 | 0.005 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.005 | 0.005 | 0.004 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.006 |
| Device Type | 0.004 | 0.000 | 0.000 | 0.005 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 1.000 | 0.005 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.006 | 0.000 | 0.006 | 0.000 | 0.000 | 0.004 | 0.000 | 0.009 | 0.003 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 |
| Discount Applied | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.002 | 0.000 | 0.013 | 0.005 | 1.000 | 0.003 | 0.000 | 0.000 | 0.006 | 0.000 | 0.004 | 0.003 | 0.001 | 0.200 | 0.003 | 0.009 | 0.005 | 0.014 | 0.005 | 0.000 | 0.000 | 0.002 | 0.019 | 0.009 | 0.000 | 0.011 | 0.000 | 0.004 | 0.000 | 0.004 |
| Favorite Flag | 0.000 | 0.005 | 0.000 | 0.004 | 0.007 | 0.013 | 0.008 | 0.002 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.003 | 1.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.004 |
| Free/Paid | 0.000 | 0.007 | 0.000 | 0.003 | 0.000 | 0.007 | 0.923 | 0.007 | 0.001 | 0.004 | 0.000 | 0.000 | 0.007 | 0.000 | 0.004 | 1.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.856 | 0.007 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.015 | 0.004 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 |
| Gender | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.002 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.013 | 0.002 | 0.000 | 0.005 | 0.000 | 0.000 | 0.006 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.002 |
| ID | -0.003 | 0.000 | 0.002 | 0.010 | -0.017 | 0.000 | 0.002 | 0.009 | 0.003 | 0.000 | 0.005 | 0.000 | 0.000 | 0.006 | 0.000 | 0.007 | 0.000 | 1.000 | 0.017 | 0.015 | 0.000 | 0.000 | 0.001 | 0.009 | 0.000 | 0.008 | 0.005 | 0.000 | 0.010 | 0.006 | 0.000 | 0.009 | -0.003 | 0.001 | -0.004 | -0.002 | 0.000 | 0.008 | 0.000 |
| In-App Purchases | 0.000 | 0.004 | 0.000 | 0.007 | 0.007 | 0.000 | 0.004 | 0.005 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 1.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.004 | 0.014 | 0.010 | 0.007 | 0.000 | 0.002 | 0.000 |
| Income Level | 0.000 | 0.000 | 0.006 | 0.003 | 0.004 | 0.000 | 0.002 | 0.000 | 0.003 | 0.000 | 0.006 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.003 | 0.015 | 0.000 | 1.000 | 0.012 | 0.003 | 0.000 | 0.000 | 0.003 | 0.005 | 0.000 | 0.000 | 0.000 | 0.009 | 0.011 | 0.000 | 0.000 | 0.013 | 0.000 | 0.004 | 0.000 | 0.002 | 0.002 |
| Play Pass Plan | 0.012 | 0.011 | 0.003 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.003 | 0.000 | 0.009 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.012 | 1.000 | 1.000 | 0.015 | 0.006 | 0.006 | 0.009 | 0.006 | 0.000 | 0.000 | 0.009 | 0.004 | 0.000 | 0.006 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.002 |
| Play Pass User | 0.000 | 0.000 | 0.003 | 0.000 | 0.006 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.006 | 0.007 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 1.000 | 1.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Price Paid (with Coupon) | -0.005 | 0.000 | -0.002 | 0.000 | -0.008 | 0.000 | 0.979 | 0.005 | 0.000 | 0.000 | 0.007 | 0.000 | 0.006 | 0.200 | 0.000 | 0.856 | 0.000 | 0.001 | 0.000 | 0.000 | 0.015 | 0.002 | 1.000 | 0.203 | 0.003 | 0.000 | -0.008 | 0.009 | 0.000 | 0.003 | 0.000 | 0.000 | -0.004 | 0.003 | 0.001 | 0.006 | 0.004 | 0.006 | 0.009 |
| Promo Code Used | 0.006 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.006 | 0.007 | 0.000 | 0.009 | 0.000 | 0.000 | 0.006 | 0.000 | 0.203 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.004 | 0.011 | 0.007 | 0.011 | 0.000 | 0.000 | 0.000 |
| Rating | 0.003 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.001 | 0.003 | 0.006 | 0.009 | 0.000 | 0.000 | 0.006 | 0.000 | 0.008 | 0.003 | 0.006 | 0.000 | 0.003 | 0.000 | 1.000 | 0.007 | 0.000 | 0.006 | 0.004 | 0.003 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.005 | 0.005 | 0.000 | 0.003 |
| Region | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.007 | 0.000 | 0.000 | 0.007 | 0.002 | 0.000 | 0.000 | 0.005 | 0.000 | 0.009 | 0.000 | 0.008 | 0.000 | 0.005 | 0.009 | 0.000 | 0.000 | 0.000 | 0.007 | 1.000 | 0.000 | 0.002 | 0.000 | 0.005 | 0.008 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.003 |
| Review Length | -0.003 | 0.007 | -0.009 | 0.000 | 0.002 | 0.010 | -0.009 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.013 | 0.005 | 0.000 | 0.000 | 0.006 | 0.000 | -0.008 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | -0.002 | 0.006 | 0.000 | 0.003 | 0.004 | 0.006 | 0.010 | 0.004 | 0.010 | 0.000 |
| Review Sentiment | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.006 | 0.000 | 0.000 | 0.004 | 0.005 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.009 | 0.000 | 0.006 | 0.002 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.003 | 0.000 | 0.000 | 0.002 |
| Season | 0.000 | 0.003 | 0.004 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.004 | 0.000 | 0.006 | 0.000 | 0.000 |
| Session Count | 0.000 | 0.000 | -0.007 | 0.000 | -0.007 | 0.000 | 0.003 | 0.000 | 0.008 | 0.003 | 0.008 | 0.005 | 0.009 | 0.000 | 0.000 | 0.010 | 0.005 | 0.006 | 0.000 | 0.009 | 0.009 | 0.000 | 0.003 | 0.000 | 0.003 | 0.005 | -0.002 | 0.000 | 0.000 | 1.000 | 0.004 | 0.007 | -0.004 | 0.003 | -0.002 | -0.002 | 0.000 | 0.000 | 0.012 |
| State | 0.000 | 0.016 | 0.000 | 0.000 | 0.003 | 0.000 | 0.005 | 0.007 | 0.000 | 1.000 | 0.004 | 0.004 | 0.003 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.004 | 0.000 | 0.000 | 0.005 | 0.000 | 0.008 | 0.006 | 0.000 | 0.000 | 0.004 | 1.000 | 0.000 | 0.008 | 0.013 | 0.003 | 0.002 | 0.000 | 0.017 | 0.000 |
| Sub_Category | 0.009 | 0.011 | 0.002 | 0.000 | 0.000 | 0.007 | 0.000 | 0.010 | 1.000 | 0.005 | 0.008 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.009 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 1.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 |
| Subscription Duration | 0.008 | 0.006 | -0.002 | 0.000 | 0.007 | 0.000 | -0.003 | 0.011 | 0.009 | 0.000 | 0.004 | 0.009 | 0.000 | 0.009 | 0.000 | 0.015 | 0.006 | -0.003 | 0.004 | 0.000 | 0.006 | 0.000 | -0.004 | 0.004 | 0.000 | 0.011 | 0.003 | 0.000 | 0.000 | -0.004 | 0.008 | 0.005 | 1.000 | 0.011 | 0.002 | -0.000 | 0.000 | 0.008 | 0.008 |
| Time Since Last Use (days) | 0.002 | 0.009 | -0.000 | 0.005 | 0.001 | 0.000 | 0.003 | 0.000 | 0.000 | 0.005 | 0.008 | 0.000 | 0.007 | 0.000 | 0.000 | 0.004 | 0.000 | 0.001 | 0.014 | 0.013 | 0.000 | 0.005 | 0.003 | 0.011 | 0.000 | 0.000 | 0.004 | 0.003 | 0.005 | 0.003 | 0.013 | 0.000 | 0.011 | 1.000 | 0.002 | 0.003 | 0.000 | 0.007 | 0.000 |
| Time Spent (min) | -0.000 | 0.000 | -0.001 | 0.009 | 0.000 | 0.007 | 0.001 | 0.000 | 0.000 | 0.006 | 0.003 | 0.000 | 0.000 | 0.011 | 0.012 | 0.000 | 0.011 | -0.004 | 0.010 | 0.000 | 0.003 | 0.000 | 0.001 | 0.007 | 0.000 | 0.000 | 0.006 | 0.000 | 0.004 | -0.002 | 0.003 | 0.000 | 0.002 | 0.002 | 1.000 | 0.001 | 0.003 | 0.004 | 0.004 |
| Total Installs | 0.006 | 0.000 | 0.005 | 0.000 | 0.007 | 0.001 | 0.006 | 0.001 | 0.001 | 0.005 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | -0.002 | 0.007 | 0.004 | 0.000 | 0.000 | 0.006 | 0.011 | 0.005 | 0.000 | 0.010 | 0.003 | 0.000 | -0.002 | 0.002 | 0.000 | -0.000 | 0.003 | 0.001 | 1.000 | 0.000 | 0.000 | 0.016 |
| Transaction Type | 0.009 | 0.000 | 0.536 | 0.000 | 0.010 | 0.000 | 0.004 | 0.006 | 0.007 | 0.004 | 0.005 | 0.005 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.005 | 0.003 | 0.004 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 1.000 | 0.000 | 0.000 |
| Uninstalled | 0.000 | 0.008 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.013 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.002 | 0.002 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.008 | 0.007 | 0.004 | 0.000 | 0.000 | 1.000 | 0.000 |
| Weekend | 0.011 | 0.000 | 0.010 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.008 | 0.006 | 0.000 | 0.004 | 0.004 | 0.000 | 0.002 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.009 | 0.000 | 0.003 | 0.003 | 0.000 | 0.002 | 0.000 | 0.012 | 0.000 | 0.007 | 0.008 | 0.000 | 0.004 | 0.016 | 0.000 | 0.000 | 1.000 |
Missing values
Sample
| ID | Name | Phone | Age | Gender | Income Level | Device Type | Android Version | App Name | Developer | Category | Sub_Category | Free/Paid | In-App Purchases | App Size (MB) | Total Installs | Transaction ID | Transaction Type | App/Game Price | Discount Applied | Promo Code Used | Price Paid (with Coupon) | Amount Spent on In-App Purchases | Time Spent (min) | Session Count | Time Since Last Use (days) | Favorite Flag | Uninstalled | Date | Time | Day of Week | Weekend | Season | Rating | Review Text | Review Sentiment | Review Length | Demographic Location | State | Country | Region | Play Pass Plan | Play Pass User | Subscription Duration | Auto-Renew | App Tags | Age Rating | Device Locale/Language | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Danielle Taylor | rhodespatricia@garza.com | 833-589-0838 | 18 | Male | Low | Motorola Edge | 11 | Sharable Bifurcated Algorithm Action | Lawrence-Pacheco | Games | Action | Free | Yes | 126.220001 | 2342057 | 28df6ec4-ce4a-4bbd-8241-330b01a9e71f | Install | 0.000000 | Yes | No | 0.000000 | 0.00 | 279 | 27 | 14 | No | No | 2025-03-09 | 03:18:32 | Sunday | Yes | Summer | 4 | Everyone democratic shake bill here grow gas enough analysis least. | Neutral | 162 | South Christianport | Gauteng | South Africa | Europe | NaN | No | 6 | No | Offline, AR Support | Teen | en-US |
| 1 | 2 | Michele Williams | kendragalloway@gmail.com | 664-375-2553 | 53 | Other | Medium | Motorola Edge | 12 | Self-Enabling Regional Hierarchy Online Courses | Reid, Ferguson and Sanchez | Education | Online Courses | Free | Yes | 404.529999 | 7708870 | fd5166e6-451b-4cf3-a123-fdf77656af72 | Refund | 0.000000 | No | Yes | 0.000000 | 0.00 | 23 | 43 | 14 | No | Yes | 2025-03-31 | 06:43:32 | Sunday | Yes | Spring | 4 | Detail food shoulder argue start source husband at tree note responsibility defense material. | Neutral | 252 | Thomasberg | Kyoto | Japan | Southeast Asia | monthly | Yes | 5 | No | Editor’s Choice, Multiplayer | 18+ | pt-BR |
| 2 | 3 | Nicole Patterson | jeffrey28@yahoo.com | 801-922-6916 | 56 | Female | Low | Pixel 7 | 11 | Fully-Configurable Value-Added Open Architecture Kids Learning | King, Tran and Dunlap | Education | Kids Learning | Free | No | 89.709999 | 4108245 | ae849217-1d53-434b-b881-39b9ae270da7 | Subscription | 0.000000 | No | No | 0.000000 | 21.25 | 33 | 14 | 58 | No | Yes | 2025-03-27 | 11:16:42 | Saturday | No | Winter | 4 | Shoulder future fall citizen about reveal rest will seven. | Positive | 155 | Port Colleenhaven | Beijing | China | Europe | one_month | Yes | 7 | No | AR Support, Family Friendly | 18+ | de-DE |
| 3 | 4 | Christopher Ashley | georgetracy@gmail.com | (443)903-9117x182 | 37 | Female | High | Xiaomi 13 | 13 | Robust Dedicated Collaboration To-Do List | Martin, Rose and Obrien | Productivity | To-Do List | Free | Yes | 249.289993 | 791481 | 8a0f4efb-edcd-465e-b638-6821f6e07cc0 | Ad Click | 0.000000 | Yes | Yes | 0.000000 | 0.00 | 58 | 44 | 56 | No | No | 2025-03-15 | 12:50:29 | Monday | No | Winter | 2 | Require human public health tonight later easy ask. | Neutral | 21 | New Angelashire | Osaka | Japan | Southeast Asia | NaN | No | 16 | Yes | AR Support, Offline | 18+ | pt-BR |
| 4 | 5 | Amy Jones | heathchad@ramirez.com | +1-329-397-3763 | 36 | Female | Low | Samsung Galaxy S23 | 12 | Face-To-Face 24Hour Archive Language Learning | Jordan, Henderson and Owens | Education | Language Learning | Free | Yes | 80.660004 | 2711343 | a748dbcf-ac61-4e63-8dde-29a6baa4b71a | Install | 0.000000 | No | No | 0.000000 | 0.00 | 43 | 47 | 31 | Yes | Yes | 2025-04-06 | 21:14:08 | Tuesday | No | Summer | 3 | Art rock song body court movie cell. | Negative | 236 | West Steven | KwaZulu-Natal | South Africa | Europe | NaN | No | 17 | Yes | Editor’s Choice, Family Friendly | 18+ | pt-BR |
| 5 | 6 | Krista Williams | novaksara@gmail.com | (267)873-6026 | 58 | Other | Low | Pixel 7 | 11 | Compatible Leadingedge Workforce RPG | House-Glover | Games | RPG | Free | Yes | 116.230003 | 5673134 | f512c4c3-b253-4218-ac4a-37ea490617f2 | Install | 0.000000 | Yes | Yes | 0.000000 | 0.00 | 169 | 5 | 32 | Yes | No | 2025-03-12 | 13:21:11 | Saturday | No | Summer | 5 | Product main couple design around save article finish anyone live try most arm. | Positive | 262 | Port Jacobland | Alberta | Canada | Europe | NaN | No | 15 | No | Multiplayer, Offline | Everyone | de-DE |
| 6 | 7 | Steve Sanchez | harveyrobert@hotmail.com | 001-485-643-5346 | 28 | Male | Low | Motorola Edge | 14 | Synergistic Disintermediate Initiative Battery Saver | Stewart-Walton | Tools | Battery Saver | Free | Yes | 432.600006 | 909841 | 9f044aed-7552-4327-8262-7f7312922f83 | Subscription | 0.000000 | Yes | No | 0.000000 | 22.24 | 142 | 30 | 15 | Yes | No | 2025-02-24 | 01:08:26 | Sunday | Yes | Spring | 5 | Mrs media car give attention each. | Positive | 67 | Ericside | Hokkaido | Japan | Europe | NaN | No | 5 | No | Family Friendly, AR Support | Everyone | de-DE |
| 7 | 8 | Dr. Kendra Contreras | sarah12@yahoo.com | 518-624-4935 | 22 | Male | Medium | Pixel 7 | 11 | Triple-Buffered Exuding Pricing Structure File Manager | Freeman, Whitehead and Mathis | Tools | File Manager | Paid | Yes | 492.730011 | 4450368 | d450281c-6c6f-4633-a260-772317a0df49 | Refund | 35.119999 | No | No | 35.119999 | 0.00 | 160 | 4 | 3 | No | Yes | 2025-01-27 | 18:46:46 | Monday | Yes | Summer | 1 | Four capital woman claim kind relationship. | Negative | 54 | North Charlesberg | Texas | USA | Europe | yearly | Yes | 12 | Yes | AR Support, Multiplayer | 18+ | en-GB |
| 8 | 9 | Brittany Anderson | michael05@gmail.com | +1-731-858-6923x22602 | 21 | Other | High | OnePlus 11 | 14 | Quality-Focused 5Thgeneration Hub Casual | Shields, Cochran and Adams | Games | Casual | Paid | No | 330.399994 | 9483934 | 61ee411a-1bac-47a7-b386-f7a4c991603f | Subscription | 33.810001 | No | Yes | 15.450000 | 46.59 | 37 | 1 | 29 | Yes | Yes | 2025-03-26 | 12:07:33 | Friday | Yes | Autumn | 2 | Develop staff least figure somebody dinner age cover foreign ten whom evidence. | Neutral | 55 | Frazierside | Illinois | USA | Europe | yearly | Yes | 11 | No | Multiplayer, Family Friendly | 18+ | pt-BR |
| 9 | 10 | Debbie Carpenter | benjamin96@chandler-edwards.org | 316.793.4060x88356 | 30 | Female | High | Pixel 7 | 13 | Managed 4Thgeneration Budgetary Management Online Courses | Edwards, Charles and Cortez | Education | Online Courses | Free | Yes | 466.220001 | 1738893 | aab97e49-4f2d-4796-81d2-c7de4ce1eb90 | Install | 0.000000 | No | Yes | 0.000000 | 0.00 | 135 | 33 | 31 | No | Yes | 2025-02-09 | 07:40:50 | Monday | No | Autumn | 1 | Recent never court professor here security community notice image street fight. | Positive | 190 | South Kristi | Mexico City | Mexico | Europe | one_month | Yes | 20 | No | Multiplayer, Family Friendly | 18+ | de-DE |
| ID | Name | Phone | Age | Gender | Income Level | Device Type | Android Version | App Name | Developer | Category | Sub_Category | Free/Paid | In-App Purchases | App Size (MB) | Total Installs | Transaction ID | Transaction Type | App/Game Price | Discount Applied | Promo Code Used | Price Paid (with Coupon) | Amount Spent on In-App Purchases | Time Spent (min) | Session Count | Time Since Last Use (days) | Favorite Flag | Uninstalled | Date | Time | Day of Week | Weekend | Season | Rating | Review Text | Review Sentiment | Review Length | Demographic Location | State | Country | Region | Play Pass Plan | Play Pass User | Subscription Duration | Auto-Renew | App Tags | Age Rating | Device Locale/Language | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49990 | 49991 | Cynthia Hull | erika93@hotmail.com | 940.934.1005x91914 | 53 | Male | Medium | OnePlus 11 | 13 | Ameliorated Uniform Leverage Calendar | Rowland Group | Productivity | Calendar | Paid | Yes | 195.029999 | 6663365 | 50466b70-6441-490f-9651-180935ca223f | Install | 4.98 | No | Yes | 3.090000 | 0.000000 | 138 | 10 | 43 | Yes | Yes | 2025-02-14 | 12:05:26 | Thursday | Yes | Summer | 2 | Success body peace baby let relationship mouth meet face any light expect game. | Negative | 38 | Victorton | Florida | USA | Europe | NaN | No | 14 | Yes | AR Support, Offline | Teen | en-GB |
| 49991 | 49992 | Ellen Shields | nicholas26@gmail.com | 215-446-3583x575 | 30 | Other | High | Motorola Edge | 11 | Triple-Buffered Homogeneous Artificial Intelligence Puzzle | Schmidt, Nguyen and Friedman | Games | Puzzle | Paid | No | 88.540001 | 7229838 | 9c7f692a-63ae-4044-b05b-1a7402d529a9 | Refund | 25.41 | No | Yes | 12.170000 | 0.000000 | 243 | 13 | 30 | No | No | 2025-01-02 | 09:35:58 | Monday | Yes | Spring | 3 | Phone help baby war above much study. | Neutral | 142 | West Ashley | Ontario | Canada | Southeast Asia | NaN | No | 0 | Yes | Multiplayer, AR Support | Teen | en-GB |
| 49992 | 49993 | Ann Cantrell | stephen81@example.com | 595-245-2350x321 | 39 | Female | Medium | OnePlus 11 | 12 | Reactive 24Hour Frame To-Do List | Jenkins, Rubio and Lowe | Productivity | To-Do List | Free | No | 382.670013 | 8439346 | aab88976-2f0d-412c-a536-2fc876b8d150 | Refund | 0.00 | Yes | Yes | 0.000000 | 0.000000 | 275 | 14 | 16 | No | Yes | 2025-02-24 | 20:20:59 | Wednesday | No | Summer | 2 | Mean tonight meet machine plant defense four investment space board. | Positive | 44 | Toddmouth | Karnataka | India | Africa | yearly | Yes | 17 | No | Offline, Multiplayer | Everyone | pt-BR |
| 49993 | 49994 | Jon Day | amanda34@yahoo.com | 858.569.8874x74338 | 61 | Male | High | OnePlus 11 | 13 | Virtual Responsive Application Puzzle | Shepherd, Haynes and Smith | Games | Puzzle | Free | Yes | 110.629997 | 8876665 | 0ab343b8-af57-4a87-8432-fc7aa6ae49b4 | Ad Click | 0.00 | No | Yes | 0.000000 | 0.000000 | 294 | 11 | 0 | Yes | Yes | 2025-02-13 | 02:35:19 | Friday | Yes | Winter | 4 | Key fine table method rule choose article simple ask. | Neutral | 165 | Lake Caitlin | Tokyo | Japan | North America | one_month | Yes | 12 | No | AR Support, Multiplayer | 18+ | de-DE |
| 49994 | 49995 | Danielle Perry | hensleyalfred@hotmail.com | 001-507-660-2806x8239 | 63 | Female | Medium | Pixel 7 | 13 | Organic 4Thgeneration Groupware Calendar | Manning-Kelly | Productivity | Calendar | Free | No | 225.000000 | 8052425 | 399b1843-37a9-46b4-aff1-d0f30e7cee82 | In-App Purchase | 0.00 | No | Yes | 0.000000 | 136.699997 | 296 | 45 | 7 | Yes | No | 2025-01-30 | 07:34:15 | Wednesday | No | Winter | 2 | Hard market officer pretty debate land entire third three our buy. | Neutral | 235 | Ramseyburgh | Wales | UK | North America | yearly | Yes | 18 | Yes | AR Support, Multiplayer | Everyone | hi-IN |
| 49995 | 49996 | Rebecca Smith | ydavis@odom-warren.com | +1-375-438-4225 | 59 | Other | Low | Pixel 7 | 12 | Compatible 4Thgeneration Project To-Do List | Green, Matthews and Hall | Productivity | To-Do List | Free | No | 498.529999 | 8183199 | 655079c7-bab6-4f98-a850-41f374e20b5b | Install | 0.00 | Yes | Yes | 0.000000 | 0.000000 | 108 | 30 | 4 | Yes | No | 2025-02-08 | 22:50:13 | Sunday | Yes | Winter | 3 | Along way enough teacher reach environment local. | Neutral | 25 | Port Daniellehaven | Bahia | Brazil | Southeast Asia | one_month | Yes | 24 | Yes | Multiplayer, AR Support | Everyone | pt-BR |
| 49996 | 49997 | Ryan Montgomery | usanchez@garcia.com | +1-976-656-4738x8408 | 30 | Other | Medium | Samsung Galaxy S23 | 14 | Ergonomic Systemic Project File Manager | Morris Ltd | Tools | File Manager | Paid | No | 477.059998 | 8797413 | f5fc9845-425c-4104-92e5-6d47844578ec | Refund | 34.84 | Yes | No | 15.040000 | 0.000000 | 191 | 49 | 31 | Yes | No | 2025-03-30 | 17:37:11 | Monday | No | Winter | 2 | Evening not these far reflect shake herself wall. | Neutral | 202 | West Jenniferstad | Minas Gerais | Brazil | Southeast Asia | monthly | Yes | 19 | Yes | Editor’s Choice, Multiplayer | Teen | pt-BR |
| 49997 | 49998 | David Mcgrath | kimberly88@ellison.info | +1-582-203-1157x1731 | 59 | Other | Low | Pixel 7 | 11 | Compatible Exuding Toolset RPG | Olson-Farmer | Games | RPG | Free | No | 248.399994 | 1016133 | ae1ec747-1b97-421a-b98d-d41bac9c7f8a | Refund | 0.00 | Yes | Yes | 0.000000 | 0.000000 | 254 | 36 | 51 | Yes | Yes | 2025-03-17 | 21:12:14 | Tuesday | No | Autumn | 5 | National lay just tend main road. | Positive | 170 | Port Briannamouth | Jalisco | Mexico | Africa | yearly | Yes | 4 | No | Offline, Editor’s Choice | Everyone | de-DE |
| 49998 | 49999 | Kaitlyn Bennett | cheyennealexander@snyder.com | 001-374-882-2348x919 | 46 | Male | Medium | OnePlus 11 | 11 | Inverse Full-Range Firmware RPG | Cook, Crawford and Howell | Games | RPG | Paid | Yes | 82.239998 | 7684023 | 5dd08bcd-ad1b-4111-ad7f-1c10887c9751 | Install | 13.77 | Yes | Yes | 6.500000 | 0.000000 | 41 | 28 | 43 | Yes | No | 2025-03-20 | 16:23:16 | Wednesday | Yes | Winter | 2 | Off occur maybe article according program. | Positive | 192 | Johnton | São Paulo | Brazil | Europe | one_month | Yes | 10 | No | AR Support, Offline | Everyone | de-DE |
| 49999 | 50000 | Darren Romero | angelarogers@example.org | +1-776-923-0318x93612 | 45 | Female | High | Motorola Edge | 13 | Business-Focused Multimedia Migration Battery Saver | Boyle LLC | Tools | Battery Saver | Paid | No | 186.520004 | 8372450 | 43d0a77d-5680-4454-9a12-2ecdebdb8bc7 | Refund | 31.67 | No | Yes | 19.549999 | 0.000000 | 111 | 20 | 16 | Yes | No | 2025-04-02 | 03:16:24 | Wednesday | No | Spring | 1 | Ask ok number letter dinner house attorney page yet yeah forget property still. | Negative | 97 | East Ronaldport | Maharashtra | India | Southeast Asia | yearly | Yes | 7 | Yes | Family Friendly, AR Support | 18+ | en-US |